{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "import cv2\n",
    "import skimage.io\n",
    "from skimage.util import img_as_ubyte\n",
    "from skimage import data,filters\n",
    "import json\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import matplotlib.patches as mpatches\n",
    "from skimage import data\n",
    "from skimage.filters import threshold_otsu\n",
    "from skimage.segmentation import clear_border\n",
    "from skimage.measure import label, regionprops\n",
    "from skimage.morphology import closing, square\n",
    "from skimage.color import label2rgb\n",
    "import warnings       # 忽略烦人的warning\n",
    "import pandas as pd\n",
    "import os\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']  # 解决中文显示问题-设置字体为黑体\n",
    "plt.rcParams['axes.unicode_minus'] = False  # 解决保存图像是负号'-'显示为方块的问题"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 加载图片（如果不是灰度图像就转为灰度图像）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [],
   "source": [
    "file_path = \"../images/\"\n",
    "# 考虑再三还是不加入文件名检测了，应该不会放错才对\n",
    "file_names = os.listdir(file_path)\n",
    "file_name = file_names[0]\n",
    "image = skimage.io.imread(os.path.join(file_path,file_name),as_gray=True)\n",
    "image = img_as_ubyte(image)\n",
    "if not image.all:\n",
    "    print(\"未读取到图片\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 定义一些工具函数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [],
   "source": [
    "def show_image(image):\n",
    "    plt.figure(figsize=(12, 9))\n",
    "    plt.axis('off')\n",
    "    plt.imshow(image,cmap=\"gray\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [],
   "source": [
    "def save_config(config,path):\n",
    "    temp = json.dumps(config)\n",
    "    with open(path,'w',encoding='utf-8') as f: # 打开文件\n",
    "        f.write(temp)  #在文件里写入转成的json串"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [],
   "source": [
    "def load_config(path):\n",
    "    f = open(path,encoding=\"utf-8\")\n",
    "    config = json.load(f)\n",
    "    return config "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [],
   "source": [
    "def my_area(area):\n",
    "    x,y = image.shape\n",
    "    ans = area/(x*y)*float(config[\"paper_length\"][:-2])*float(config['paper_width'][:-2])\n",
    "    return round(ans, 2)  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [],
   "source": [
    "def my_length(length):\n",
    "    x,y = image.shape\n",
    "    ans = length/x*float(config[\"paper_length\"][:-2])\n",
    "    return round(ans, 2)  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [],
   "source": [
    "def my_width(width):\n",
    "    x,y = image.shape\n",
    "    ans = width/y*float(config['paper_width'][:-2])\n",
    "    return round(ans, 2) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 重复，可删除\n",
    "def save_json(json_file,json_path):\n",
    "    with open(json_path, 'w') as f:\n",
    "        json.dump(json_file, f, indent=4)  # indent缩进级别进行漂亮打印"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 重复，可删除\n",
    "def load_json(path):\n",
    "    config = load_config(path)\n",
    "    return config"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 加载配置"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'paper_length': '29.7cm', 'paper_width': '21cm'}"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "config = load_config(\"./config.json\")\n",
    "config"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 形态学图像处理"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
       "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\r\n",
       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\r\n",
       "  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\r\n",
       "<!-- Created with matplotlib (https://matplotlib.org/) -->\r\n",
       "<svg height=\"503.64pt\" version=\"1.1\" viewBox=\"0 0 369.881408 503.64\" width=\"369.881408pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\r\n",
       " <metadata>\r\n",
       "  <rdf:RDF xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\r\n",
       "   <cc:Work>\r\n",
       "    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\r\n",
       "    <dc:date>2021-08-08T22:45:08.122416</dc:date>\r\n",
       "    <dc:format>image/svg+xml</dc:format>\r\n",
       "    <dc:creator>\r\n",
       "     <cc:Agent>\r\n",
       "      <dc:title>Matplotlib v3.3.2, https://matplotlib.org/</dc:title>\r\n",
       "     </cc:Agent>\r\n",
       "    </dc:creator>\r\n",
       "   </cc:Work>\r\n",
       "  </rdf:RDF>\r\n",
       " </metadata>\r\n",
       " <defs>\r\n",
       "  <style type=\"text/css\">*{stroke-linecap:butt;stroke-linejoin:round;}</style>\r\n",
       " </defs>\r\n",
       " <g id=\"figure_1\">\r\n",
       "  <g id=\"patch_1\">\r\n",
       "   <path d=\"M 0 503.64 \r\n",
       "L 369.881408 503.64 \r\n",
       "L 369.881408 0 \r\n",
       "L 0 0 \r\n",
       "z\r\n",
       "\" style=\"fill:none;\"/>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_1\">\r\n",
       "   <g clip-path=\"url(#pfa3ed370c3)\">\r\n",
       "    <image height=\"490\" id=\"imageefe979f143\" transform=\"scale(1 -1)translate(0 -490)\" width=\"356\" x=\"7.2\" xlink:href=\"data:image/png;base64,\r\n",
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XGrflELM4WT2qzqrXOuff25FbTqgqU+vkdM71rewnAzktM6tLpU9XN5cus6MsTuXUWzJmz3qcXhac/KzX9PhNAEHmFVXIbK7PTQlUnYEFdGVrWnYaWT0qBqVTLwre+jsro7qn9XCd3TERV2e+dh1My3NOj0MFQIvFIv3galbvzKFpp+e0jrH0MA8F3UpfFZBX91x9K2evebVkbaWpAuyXZcmcaeWYIy7m3HEEQdZv+LpH/qq/VH3fgZ3rOxqnus/6aTmU3jpWsvM9V4Z7PlFwyjJZLC6+3eUAwaVx88IuvnZW55W53LOzsxiNRsOnp7JP/XClsa/YOZdMQa4BeztwtQuE6+aMhh1MxTiyUBmS03HLEWTORfNv1Rfzqi4O69rZV1U/Hk24DpzpobpX1UM7HMtf6Q7XGqcX1N2zCrz4d1VflK/9I3M4us82wwBXTou8cD6Zo3XP9Ll7Np/P4+zsbOnDBZnT73XKHJzOW/ajdbt0uJATkAFPgUx/a8gOk2FBdFsdy8LxsKcYzK3q3Prf/WkcbXDXwM5YHKBX3lnvZXJXnVmvM5Bw+fTcYwft4lQGmbULz3M6GZ3z6+kYFbBlIFEFxKmm5SpHngEDAI/TujblaUIlG5n8leNupav0oGDbAj1XdvXb6VfrUgFlD1ngstbX121dXX/N8lVcyZxvFipSM8wh6xa3yvO6htLK4Z5OWTiQyN4W5HiLxSJOTk7i7OwsNjY2lg7l4fI4f51GcR0867BOaVldNW3vtTtrl/N06Vss1AWnIzVyBQrncDMn0ytPBoyuk49Gy3OuLfaayVcBVSajEhEHttl6SCWj6tz1oRZZyBy+KzNjps6Oq/ZQWXSKMGOrDk+QFiRMp8QyG2q1f09f1XiufplDUJLgrnuIRBUWi8Xyop5b4HICc3CspFJqFj/zMjAATDngRY8sPUK2tWk0GqVzlj1KVODie64uTm+9+tL6ZUCdeW/nGFc1FmcHypSyjuHq7pxnb35ZcAwLv6vrzJln7TEa+d0Tme1qPH7JxY0WENzUYcuZqW1kIOn6n2vjFuBnYK3xWD5H7LQeVZkaT+VWMHXtodeVw9fQsmNHaly+Dh8QJpxpBsZZZ3GNi+AWBOEhHaBFnM8Nn52dDaDLx2riHAp+e1Arhd8A8OwLHzCOzOnwdaXYzLCzTqB5MdBWcmRA3JLTGVDGjlQ3kHkVllHF0/haJ9aFgpibj6/aRB0Y3+ejFSvnpDrFfwekjkRkdWTdON1l/c61q9qVytLqq5wvrw+17COLp2U7vVTA5/Tdcvbu7bosuH6SyViVW9XdtYXTXxaWPuGkoQcoFAwR3EFCHBg0sUg3Go1iY2OjNFSupNsbzWw685493rCqpxqMa+CWsVZxs7J75dMy8T87+0KNpRpBMCg5OXrl5DxVtxzXdQDXATWPiiW19JnlnZWrTpbL1efZl2CcvK5N3XVV/ippIF+VtrJ1Z4eqb7cehXi9AK59L6tzT/0zx5HVR+WqHIgru2XHl14MQYfLjFZZggruAp+cFhHD4hx+w8tlp3K5MhaLxcCmOe/qo4a9TMbFz/LKWIyWoemqhoaOW07SOQTOpxoWt+SsvLrK12r/XoejOq10q4BXldkDOLPZbMl2MubF8lbAmsmhaSuCoA4w69hZ+qrde2w+i+8ACUF3CKk8+K+HWKlNa9/LcKkHjDVeRYQqB5DlycGdL7OKw5icnZ0Ni2WTycS+bpp1qNZzBBgUjJ4/esrHI7L37HkRhOPxvQygMgX11K9yDj16yBhJBiauvJYBc+d1eWa6zDo6XzsgyfLQeJkxZ9NOldz6NYesDo6FafwMLDleT9s6huTyd3JoXd21Y2FV+qo9uf6aZ0vGFgFTYNYv+agz0/7AduzsR8E0k6PqK1qO05PWo7eP4n4vXrjyJjieD4bu5l459DSkC1p5sFrsJVZDa+XJLLtiMNrIlaesAI1DBvpaT5emJ+/McLgOGStRg+4p0zEwTls5LITMAa7qCLM8cX12djZcZx2+F2C0jiq3bj9rtWFmh636V8CX5aV1ygDOxdO82Wb0IKxKPq2rS6MbBap8XJ4KnGgXrCdlhMABrstP0zgZkN6ldTjg8qmukS4iYjKZTGJzc3Np7tYpyh292QoqXA/Y8VYjrQQ2dbvTprLOUAFkxDLj6mFDrl6rhAqMXJ3heLLvBmYdLQOjyrNncmj+mTPi9JV+MqOtmMNoNBo29vNOGwVgB2KZrrVMt+DHv52uXZsw82c5HTvM9OfSqQ5dyIBH66H5VqDRa7OVU8j6pNOl0zX/1qOAs7hZeQ47MrvLrp1cznmwo6owC2HpTT1UlgOesadzBsinp7FB6qEj+qpyZpiuIQHGa2trw+HOFXPIjEE7HMqrgN3JWIVVmZQahpMxYpkNc36In51w1nOgisrHBuYYlNbJgYDKwWU5kKjmbsfjcWxtbaVAuyrzyRxHxsrUaVdOL3PaWWd2cmY2oPErwNSAPOF8Wud+Z/lquzk5svpk/U/L5XT8u8dBZX1+lf6c1b/l/F05Thea93w+v/iEE7MEZWNckF5rPB7mcQd2w+pMMc5IR6PRpf2buMdxM0DI8q6mZ1yoQK2VR+aFuWHZeFpfu+A6aOdkeSq2lDki17aVsVWdOuuEnK/mrWWzY9HQ6lSuzVSerG5an+p+5oA0Xquclj1m6TMgdGm1XZzMWR/NHBmn0ecZ0cvqgN9V2/XqOTsKt9Jjy5lmuqp0w3m4MsbjcUwqhqCJst0XapDuLSY3T9n75RDngXRHBv/Xcpy31Po4lpE1TPa8BdZZHu6a20C/A5iFrA78LAMFd59ZYTWyYXldnZAXnrn2xO8Wg6mA38nmnBjk4ZGc22HhgJbl7GFCWVBdVuRG690DGJpG2yern97L0rh4Gchw/MXi/I3b8Xi89BpzBbIYdbccWSuojTtM4HjZHngHuk/S9zndgEnuHFPdCsfCZw3pDEkF506JDrFYXP6OmxNUv3lWOQaW03muCji4jBYL0DxaZ0tn6R0Q8XbATD6XnyvXtVPWcV1+qvOsPFePDGy5/St5Ml1X8Vmnrs7sZNzr9a7TOaConNMqX9uZzWZxcnKy9O27yuG5fHrOI1YC4vJ0DtDpUdvT6ThbD9Kvubg8FPyz8lxwNl7FdY4Rz7SfZV9LcflUIXs+6WlIB4AOmLOgZWChajKZLL3brvlmgrM3zdiCS1/FbdVBvbcDHje/WsmfyYCysAPFlVcBn7aX6p8BR43PPeOQ2UvF4JzO3DkRrl5ZqByci6u6Zdtxsiuza7VpJlOPfWpba1r3disTlVZgxsdpWw5W8+B4CrbaHytHmx3JWxEtp5ssjtbb3dP+rLav+WU60jWbKg+us5aLMNGXKjQhGwWGDqPR5cO2VUgt2AXOM5sOaRmNKtZVmvPR35qXlqn1V8ByAKYds/LumYH1TFNkTik7RlXlzgyuR1YX3xm3lsPpGShcPao200UpZZauXHcojiszK7flFDnf6uUqDbxYrnakOsxk5rrjngIx36+ALwMMtdVMrgrIdCdLRXJYXv7j+zqV1gqqW72n8fg6K0PtmUNFOJxux8gIw4jW4psTTjPV6QgEBnz9rQ3LQruKYEiP8lRO1zErD6q/e5gb6sdxW51Wy9IyFVhcXTLDbbELF1Tuakim/zM7cHp2nUrTuXxbTgnDfOcU9U9tQUEh05/asXuuv3sAwgEAEwBdY3H143ycDWdOMWuPCliyqQaVX2XVPCLO7Ww6nXaRDi7DnU+TOf0qT7azjKTwvczp83VWl5aOucwxF+wycSiuFc8MdjabxWw2i9PT04i4vIjnzj92h9qrDLPZLPb395fm3LLgGo/r4joTp2NH5YCf5eR6VA2ceece4+R4PWdKZJ1Ur1n/TvYeo+P66O/MYWpcldHZXpVXC/yz/F1+lWPivJxM2T1X50xu16cqO1Hm7ILTlWO8mga2Ub09m4EMByzmVUcDaF4aVG9uDUrz7AVNbucWNlT3K+ee2d5oNPKLepyBVoKNhY2GzzblMJvNhrerWrspsg31LmxtbQVv2WsxelVuNTzSunM9FcAq1oo6VZ6V72WOLwMY1VcGRrrAxO3nZOvp2C6ofFU7OkdVBZee0ylzyti7kw3PHUDpdEKl/5bMGjdzGggo2+09r0Lm7Fojpawd3KhCy8NJjfwRCQdo0On6+vqwy0L7FJelMmh+Wb0Up1gvvbaY6a3H0WZ9O6sPwqQFZJyhe62SM3bTE6PRaGCyeu5EVQn3DAFHcXJgUG7l58pkBs1pMMeNb41p/TUgP170qM4JqeTia+cstFx3XXnr7B53Tte5s/su9HScLB7PLWscbjd921LjIM9MJ3zfjdAiLi/esC5cnvhcleuImdPSeK02R6gOespIhtZR6+HAq7JZncttOXXeWuhsVO0hAzinT7dRgKd9nK1pPtlCqtpKZmMZ4HI8/j/kmSmLE2deoyqUA59l3PLSml+rYbVC+J8xQC6n8ph8j19yyRyQBjToeDweVtA1rTIkxwgcy9D6uw6mzKAHQJ2hsxw9svSWVzGe1rXmoZ1N/1i2VshsgvPXl59a9eNrzgNlVVNhLjiQVNJUgbBjhKyvbP9z5kjYabE+9M1eBl/dTJAdS4p0jEMtMpSRmVX6j/7OHGv2vHfmQetst70B+VsvTnBGLmRzYGzQvPnagZALGSvBM5aVZVjF6LP8F4sLxqudwTWs7syoynI6cHI7psDyqgFnLzqswpQqY3ab593vzNArA83y4F0vOnWQ2WNVnwrANA8XL3NkPaHnjBcna0ZgXFy+zuRzsvNuqsx+9G1fV667547PdXZUtRv3PSWLjky06l3pJ0vv8sqC9lENE1fRjAVzhhntBsgqGGcvoLi9u07grFFainN1yEDCBTfNwh+rbBken7PrjMkZC+bhqo7qOomCMUI2pHV7bVXvla7ViF08vZ+1YTZP6gAvYvk7jFofpHO6XQWsuW7ZVIaGFgtz9sh1V0aXOXvkWwGES1PpNyMvlcMEwVKHr86d68Mn9mWh1wZdusweM51mxLHCiYwstLAlIwLIa6INgUjVxv2K1SiA9Wxc57wrcOB4KNspwd3L6qCNp4DmvHTmqLQeriNrHaoO4hpUjV/LU/1U5bn83c4XzSPLWzue65hZmko+dPrKsTkQazlM56gdEGUni6kNaZ3dCzla58ViEdPpdFhjcHpyfS0DpqrDa3AOrLJrvc70mJWJ0xojLk/ZObuvgN2VC50rWdS2qZypsz8u3+md83SA73SY5TNRATJwy9hR5fERFJQc66wqr8ZSGRnnkV27Rsk6I6fX8ivAfRI5MkPj545FZR3J5ZfpV8HEGVMGYBXoZcaX1Vdl6nEyKlN1zfe0nlyms+usPpWTq+wW1wzGmm/LWWUyVcE5S5UL+evCahbflaHXa2trSx+pwImNrbQqE8ujdsLyONvRNnZlZqTA9TXnQDLnzPeZYHAek8wrZEp1lcoaNjOynsOEMjkq1lV1cM1fGxSr4lU6fZZ13sqJZbJzQ2VlZkDg5O4BJn3WAhu933KMLjjdqHNRPaF98LuSCWVU5Vf14njz+XzpK9Mt4M2uK+eX2YpzGnyd9YkMfDSvDAhbcbROPeCJUL3B6/oP20KlEyev/tap0Zb9Vs9UT5ktI59sKkiJ6WKxuFjUY0Cotqdx3EyJuN9iylVwebtn+ryX1ajC3RSN6ww9+fawiKzBexyddma+X8VvhZYRVuU5VlIBTVYWb1k6OzuzNsPHsKr8lVPWTupAy9WN0+C/zstzp3d1073gDlTUhnscT2YnCoTOXlxAPOCAO1Ux0w/XnevonATkykhLVn8la3w/e9mk6sfalzKsqchPq2+pLqo+eun4TfeapmsIp3CNq/migVWIjHloQ+o9J18PA6q8G9exZcCuYVvBORq3x7UKyiCU1UD+CiCyNFUcx7R6653FVUaBeyw/wEGH9s4mnI44jpNJ26SnnhUrc843AzMAtZvP5V0I2lYsU9UGqldu68ypQx44vmqnkqZ3jorjTqfT8j2CDKxUvkyWzMlV8rv0rf5R2bzaXMuxLulPH0ZcZrKuopXHzRiCejBXUQV8Fdx1XlfRnjij0fmI4Pj4eLinJ1G1OrQaR6YPB3bKlMBMKmfBeTqGweDk8srAGc9Yvw5sNJ4DWCdvy7G5tnZ71zH/qIHr6c470D93uqDaNN+vXvRQgOO8si15uAbwOR2ovK5delka4mTl8P3sJQqtN8ul9eb6cnnb29vDl3/gYB0GVGVzvtrers4OaDPZOQ7rRttAZdH0qmN3GJuzu4m+baJv43HGei8DoUw5us2t18tkHrEKzmhdmegwvLc4A8LKmWTOSdO2HAWHSq/c2RFaHSljB2xwzhm3WIt75oCt11khLphxxpxadVQ5nPyO/WXOD7/djg/uuJlsGaC76/F4HJubmzYey64EIiuzWpuoZHYssaVjBj3X5wCilWPN6lMRoFXwISMOEf50PPzObDvCH8bv5HJEFPlP1Etk88ecgbLdFrDwCyAV62t5+x4AU0NQhWrQIWElH4J63B7ZnJyczhl1FritmCXwMx7uqyN1ZWSglzlONUrWvQ5HKz1yegcO2VuS/Nzpw8nJ9WH9K/PRPdGaJ57jY6uOZSGO+xwax+sBOa1D5qQy58P3e5wr96GqT/U4WPfWn55Bo7Iom+xxFA70Na2+Dl2lw29HDLncFjGpfjsMmIQJ7u05FcL9zoLbj9kCIK2sGtSTeEM2LH6WOSCkUaOsOnyvLJVMVeBGzEBKy8NwW89YdobhOmBmfLyVR/PMZM/AxdUhWwTW6QbXWfQ/y68EhP/rarzqFENtDTod54biGpjgtJyWS5eBiqbPwLhicsAAJWwsA+5rGbinb/o6x5PVUe9nBECfV+QhO4/ElVfJ4mTioMSi5WD52h4u5N6eyyqyKiCx0JxvZTg9oM95cTqVs8erZ3kpE0PQnSpqHCq/M5xKBqdrNbAqjEajOD09jdPT0+ErLW6nwmJx8daVDoUz0HNTUJXBOdm4XXgKLatb5Zxd2S6dTkGoHjg+/9b6tuw3kzWT3eWfAU0Gii0QVjLl4vGUDD/jkReXvVgslhyVq192RobTQ6U7ly6L65xyVufKYTnscNhS2UQrn4jwL4aw567mynRFNatYi3VURuritDyjMqEKyHUqpSob8bNOxPK49D2MprdeuOZ4Wb444OjBgwexv78fzzzzTGxvby+BITsbDasYuzrBrG76DI5A30RUoqA2qvrJ7DSTO6tr5jCdrrXj9bIuljmzU+eoVC6953ZKubprnTguRgIO2Nn+0GaZzlyaLGQ6aOFBT5/qAXeOWwG5yydrw4qYOeyYsAFlykJC9fyVJ464mDvOFIaGZ6/rgh7Qk3VC7SyOqaAc9VxqPE5Z/B9pnddV3fDWpgyUnWPUBnYNmumfwQ063NnZiR/+8Iexvb09sJn19fVLoOfOuNDrquxe0HT1ruqqsmSMg9sq2zGUAY1zAFXejvXpgTwVs8rqrvFdh3f1d44OebjzQjCd5c47cWm0HyBti9A4O0b/x2iN9e/q6vLL+nimj17HkNlwi/xw3i6ek5frM8mM0AF1BQ5cGb6XbXVDHmzUegYGv/fugJcVxfWoVp9dQ6uM7n14ZgFqgKenp0t7K5GO0yAPdQROry44EGf5GHxc5x2NzrccffWrX11KM5vNLi1quo6eOYxM7gwsNX5lsD06qULWQVU21D+buqjSohzVhwK1W1CqgDQLbOfZ2R4aWu3o7sM29JmTJWPkSqKco3FpVwmOKHF+Diu4Tvpc8a+SK9N9b3s4vUw4QsQyEGrQudOMxXH8CL8dxFWS42tDZcbudoXorg6ueKZsdSIIDKRoMJYN0wGVY+LXb3VhwXnRDMwqFpIZj3YQfKUBuuM3sjRvZnwK9sxuWJ/aKblOKquTM9OhCw7QnByt/JxzyTqa1lV1og48ewNU88s+auvSRETaR6u6Vv3VkZ4KiJ1sTkdK7LQ8BadMdoTW6MPZnL5Yo3VXUFZdZ8RDbU6D6rvH6djzkDUhK1Y7aU8hjgGz0AygVaXANDQurwhXK/PKKFxnycCR5c+MWu+r0TkD1uAA2sXRuM6ItL5aLp7ju4f8VRPuVNn+Zn6tNrOZrC6VQ+T2yXTidFoxMXftyuftak5Olq8CBJ6uw7W2kTI4F9Q2e9o1q3urLbJ0rCNdwK7KY/txhCprK+fwWhiTycDpMxvVuKuGFhhnfVTTj8fjy1MWEctfu+CMtBEyhencGt/LALNa+FNQc3m48lgmfIIpA1MOPcyK54UrJqKMQI0z87jaWatG5/w5PdK5rWVcxmh0fkat27OsnVV1p4bn/qsu3TUDf6WT3j2qWbs6fVZAldk8y6l54r6eA9HTObUeTvZMD1We1WIt/87kRL7Zfa3TdDod3kLM4rHcmV1lMme2pTa5Sljl3QrXLzKb6skL6QdA5gzUmytL0kqrApixImQLdlqhrIM59snTBwr2vFgBwIm42MzfawAOMFTxVYflvbqu0RxrUgacgYsyFgd2zthdfDgsPlC/6pzZ75YhOufFddXAOlBAyACC66hlsF60HATHQLVNsl0PWT25Hi2Qq4DbLTRnbaz10uctBlcBmzoh1zeyts7y0Lpn9eG2xzPXHnjupmOcfnrBOAurpMvkmXAEBF3UqjplBmQtAFbj1DwwPwmGl228R9qeBQ59kUF/txgAx3fsydWxGhW4/Dm4juP0VdWbmbzqQPU/Gp3PZZ6ensZisRg+1561c9Z2vaCrgMlyQNZMxxUD0nq5dnNy41rnzDVvt/CtZWVAqM+0PbhMB9BahvYB1pvm1XJElQPn53wf6fEhY/RZjA40TdbHeoOzmVYfrBxLFpfzztq0RTicrWekA2HiMgXzdAbUI0SWZ7WKzWmwupsFbVgFbF5sQjx+EcIxH71WENb7mWErEOjCIpdTAUpVlpbpZHd7ozVOVf7u7m5sbGwM+5V5+J3JkHX4THfaWRxgoy56n/+qjtLTCZ09sA5XcTzZyw8ox721ynXSUNWlZYMujotXgYULmj8vDrPOsv6kfcoRJBeUNLlyWn1K5e5xPnzdI6Net+yC748rtqCVd/F6gpu+qIxAt6y576e5/GezWcrMAfIKIGooOvRxDcfpswAmlQ3/s/QZoDkwqNgMMy/H9lTHnNfa2lpcu3YtRqNRHB0dxenp6aBbB7Cu/Ap8lLVqXppW5XZsUkHVOXstn//cHl0OmRN3da/uu/ZXWfgemCfycsDtbNoxb9fnHGhq3lX5ajfaNlw226PmpekyPKr025LT1T1z6JlsGQ5kOOnW4SKW+yenn6iQWggzo+yFAdxzxuIW8wB62RY7bjSVDXOcHNf9Zpky4HQGA7m4UZyMFRt03rhiN60Oo/m38uH66H3OK8sz4vyFkbW1tdjf34+HDx/GrVu3hmetLVcKptpRHCixjWVs0tWLHakyGGU1+kz1wTJA1hazUXmcs6jqgM8Y8WvHukCrMlZMju+zXnDPrQ8pMCgQ6X3n8Pgr7JpWdaH3qvn4qp20rhw/A9AnsY1MpswJa1lajgYG7QkPN7Syit6ZMqqgwxgWzL1F5Yye56dauzScQvReJTOYdkQsHceJ+9zxdToCcm5sbCzVx3lCbawqOMfhnrk6ank9hsfAtLm5GYvFIg4PD2N7e3vYx5y1lZM9k7vqgIhfvdqO57ytEm2FD2ry1JWro9bF7YF38ZRMQAb+X32MYTQaDWCs8jlQb9mLG3VW9yonyfWtrl38DKzU/rWebhSqoxZ+no1aVdbMSbdCpv+e4PpeDykaj8cxdm/jqIfkijmltgLvO8R/5+mzPLF9RhkIV0bL0vpwJ5vNZjGdTgcARcdmkHUno3FnVfnw3AEHOzyW2enOscsKtBmU1BDUmfKUg6ubMqD5/Pw8g+3t7Tg9PY2HDx/G2dmZNVb+qzquA2inB+i6crQZU8J9nWZhHc3n8zg9Pb20xTMihi2AWgaXy85Ymbxj9vxBT/xfX1+PjY2Npf3fWf/StFxfJgQ6Ncg61jZm/SBO5qyzfq46z1i06k/zzH5ru7FsLL9bAOa2celbOObSVPGz4HShMsD+JjoJDyByHj0Dw0yZGtzqddaQPQ3MAfHcp2HwfDabxcnJSdy/fz/W19fjmWeesfPT2QKW6ooBCAafTcEA7FsM1Xl0vu9A18nqHKljzhExbAl0OlssFsNLI2D+rb3Aag/qnLKXJLI0GTvEb22v0Wi0tL1RCYDaEndcBbTs5SfVKwLvdOB8kMaBHi9asvPo6fRVn3BvkLL8+mKP5lkRBzxvzb1re7t+3XLkGTD2jGT0ukUYOE2VzuVR1aXSJdvBBIwHnobnaFUALijbzlUxv2zuVzuMEzbLp1UugBhAOR6PY2NjY2k4W5XnDIk7dLZzRBuFZeYhtuuMTg5N63QB0K/Aku9BZ+xEmAEjzmQyia2trUFf/Cl3Z6iO/bLeeEujY4AOwBE0P92BwYwxA82Wc+d1D+1knDbTs4KdftGcZegFopadQm7VEf472RUUNX/tk86JMuhruylh4XzYFjKbdXrXMrjePe3ibNWldXZUOSbOvyJIWVxcX/piCHcYx9YcM1TlVaECYgeGqlAFY2XdSMMNzdMPm5ub8eyzzw6sEJ3alc958rX77YZMjpFlLMkZHD9XvUdc3imhRqQyKFPL6gpAgm7423bQJ4aL2WhC5ce0CvLPOoaGil1p3V1AmY5xZg7F6aly1NpHuA+pvFnb8HOOh+mTjY2NS+2mtlO1a2VbLIvW3YGW1iPb2eT6jjprPuclywNx3ShmFWfGUzq8FlKly0DWObMWOdF0Lo59MSSroAObymizfBCcd0QcKE6ZlKs48orwH2jlOLPZbJi7c8yBF/RcHpnyOZ4D4iovxwDYseCjkC2dZ/eckXGAsavBK6CwcaJdMPrgcjL244bz7vNZzo4q8FJH5QiE5uPy5jQqa9Yhs7zgdHgevAXumNdGfIzi+GvbPQwM5XJ7TKfTiDgHIk1f7cetCBTSOgem9tpDdvi+lq35YNE2S19N+bATUBkrctAiEazvrN7q4JRgTfRzNMxgMo+bCdQCde6IPOTNKgwW6+aF1Su7vcsqI76W4TovQsX4nFdkuXX7TsZIM+NUA2EWnxm1dnIFa56KQv0y74w6tGRm29DFqMoIWU/QjU6R9dSx5YScvO53dc/d72G2Lg/dZZTFxSFPAGJOq4tTDgxUPjjaxeJ8HQBgrG2bjRAVPCq9MHngPDPQ4mstJwM7MNwHDx7E/fv343Of+1xsb28vTYGhTJ3Kw30+0ldnAlzZSjJUx62gRIXv6+/FYhFjLgzBbZdxrKMCNq1QFpyB8tBWV1grRbBMzpmgkXh1VuviAMUxaZXbsVdXRzVssHY1BJWvAhhn0FnIZIZ+tMNm3l7z4U6A62q/MjNH3mrIZfc4/FZ9NbQ6EsvE0ywa3NqB0wme9fQP3lnCTDNbp3D/8afMdXNzc2nao3J8fJ0BKJfpRhFZv9adPq4/OQfMz7CmwR9XcGmzvop4jnyp03RyaXD925XncFPDZDqd2jmgrPPplEDL6BjoOGQT8nyPmVQGlsjL7WBw3h0sWWVnWTNdOODTvcmZDjge58mvieuOD9VNJWdmCBlgOVnZWCoQyWRwZWh5msa1MfLn/xp4oVbLcrIiDteNwWSxWCwdQaoMK2tf56gyx5EFbtetrS3bzkoeuF46PeHqzl/I5rwdiLYciNqw7sfX+BlbVRld+Q4Xbt68GVeuXBkAVe1AyZWuWXC5rhyXF6dxbaK6yfJshUFTrQZ1Qb1cJkiWh9t5oNc63HNpFegqY2LmkMnu/vR5T1gaihgwZoPOXnjJ8nP3s3pke1O1A2QgqAbpZMjk5TyRxk03MTCzbLxXXJ2YspdqdMJ1Zh3o/nTNT6cKOC/dw+vqxnK4e9ALjxDcQmaWh8qWASznxTpQe2YdujgMvGpLnDcHHu3pVjuXP9c968u8KMc2wvXQ/5kT0FG4hswJ94yCHK5mGLJYLC4OqEekbGuay0yFcd4vCwpAGSD1MrYKpDLZMoB0+UX4PZXZORuZLtRoqkXIiJx9ZA3qgoKdk7cFtE7/MObshRjNN1t4dawD990OGg6z2Sxms9mwR5rzzEYrKi+PyLhu7p6uE7A81RZIJwcDPsrBYpXGbeWnDiNj0y6dOs1ecHFApTI4e+LyGKyzAJ2782jYeWTbdbVMlU/7rcMFxboWFilLZ3ldPxpGMlmkLIEG16lXTc8dO8KzjGxlPgPyFpvIZIMc2X5nlV3n250RZobZCrolSPWiHbda6Mz2bkO+lqzZ/QqMXVyWUxd1eQ6by3X/eZfH/v5+3Lx585IsalcZ8AMUsJtFHZjbCdQbWmDKU20Zu1bZEZy9oc7u01qufMdwnfzuXqYT9zmqqt+1+qpjv5XTqJyJkzsjGz2ytepU9QmHYcNXpx31rphwdU9Dz/0KWB3z4C1aVUdX+Xj+OFOW2++ow2plVZwXPLnbsZCBguqkakhd7FQHUnVsV88ep1bZQsvoVNeOibrgWIZ2rMlkEtevX7+0p1iZVwtQmf06ObiuWWesXlBwcVxbuxET6yGzD77m7yOyLC2ywPFdfTSNY5cuvtMFt4vLrwXYGOlkZVRp1a6dU6tkXyX02DD/tp9w0ojcqJp5RverUAGIAweOjzlgnX+u2KzWL2NMWbkc3KH53Pg4s6BipHovc3IIeO4Yr67CZ4xL5clYqpM3Yw8sWzaycKCvcTgP3ZZXMTcF0WxuWW3NzVcjVDtDOE92usy0szUPVxbayU0TZv0L/zVNDytsyeNkUECvnuM/6zYbPbq+lY0C8MzpVmXpHa1VuughoI6MYLScyVC1AdIsvannFK1boVggju88vwvVQh7uaWM5xspxNW9lSm5or987U5ai9xzoO3nOzs6GlfoeNqP3tXM5XfI9dRC6TatyVO5Z1Sn4NwNt1i4K+mxTmj/i8r7kbGSBqQXcd3OuqgPtxAzQPfaq9pTN7UMu3u/q7KkiNu66YtFZqOqVsVxHBLR8DTp/qyDGbaXl8n/HJJn4cFmOELGcrXvumvOrWKwDbq6nIzmarzrvQQZ4NHdSFCuFh4BQnhrjKtQ+M6oMjF06bjAX0PG4gd2XQ5yn5v88XVEdgg95KsbS8txOjtY9yMgGMR6Pl5wO2lB1yw4ZMnJZrTat2opDVW8GSAbnln3xtI0bDTDoqq1kjk+dhoJu5WihdzxDvZyONN8e28ja4+zsbOk0OZeueqa/tRwHehn7ds7b6doxayV8EX4kqP/RJ/mPd8wgbiaP1ktlq/q7Okpu/9YIRe18sVhcnIfsQgYuSt9ZwFbQjuPYlfsN5uQ8iwNtx9JUfi0H9eHhaC8bQXw9bEU7r/OSWd1UF9mcntNBBdx67XRaGROXBSbI+6kZEDMwcDaXxVOd9LbJ2dlZnJycxKNHj2JtbS1u3rwZGxsblrEzULpyIV/GntwIi0GFmf/Z2Vk6VZTZDAcHgMivmo5xbLga0Vb3lV0r2+UyMYJ2DNiVo6DcMzpgUFOnyQ6f4/ZgV+WY+HmlRwZn2FWGR0vvTbuOhgQVVW8JlIUMSDW4RuhduMryjLg8N6vgnbGmrPzRyG+D43yyoVcGNCpTBoyVoUbE0oFAvfPtbkiuZTlGyfdbIOvmG139kBeDac+c+nx+/qrtlStX4qmnnrL1VDBGfq0hf1avjIHh+cnJSUwmk+Hw/x4w4GvnEFpsDkFBsRrGV4Dpyq4ATsHbxcGzxWKxRFKqwE4IDjtj/U42HpFF+Ok01llVx6xenBZg7JxCBAEydyAWCkcHciNwpVtetjewYhQ0FJSyDs1xsvle7jDKWnU4q8/d/LYG9ZjOOCIu5n4zeVmnbg7UOYms4+hv1aeCPQOxG2k4nauhqnNno3btqCFzeC12o3PDOzs78corrwydQWVDerXjbI6vsvVsOoMZ2nw+H45/bTFtXGuZCiDZQViOEWtQO8rApBodVKOglmNTOZ1dcwAeObt3DjpzKixjb6gYcKZn12ervCbagJUCGcx0SLaK0a4614j8HN3nfCN8xZU96WJANjyqwipAkoWqg2RDGwVKvp/Jw8C7ypDfpXW/IbcyAeSRGayTB894sdLphst24K9pPvzww5hOp/Hcc88N2+S0TMfQYSsurEJEWGfuY6D8H78zVon0PNWGOC5PN6yunJo6b863F1hccPpq9UNt4yx9RsA4D9dP2Aar/uj0idDjcDhe5SSWGDJ3gAqYqwZpCdeaPuDfWUdx+cznl3dTVF7RDbs5OKYwmUwsw2NFu7kqlkWZs4vDi1ARcQkUspGECwpQFYtjo9NRSOUEub4aV6dlOJ2bI1fQ1d9aDx3Z4D/Kw/B3f3/fyuzkQd48L86yZCcCVrav7cdD18zOlfjgXsVYHTijfPypE2X5sjwqBo94GRFSubV+rj4O+JwTzZylI35aPoN5RWqcLnuCOlVta1fHYdubeinc0+PpHEPmwnpYQ+YhWkyPWYGGaujOcVwjuVB5Szx3h2uz/vQFkYyFICA+f2FCPxSQgWvGYKo6OafAeUdcZsl6r5LJORE3rIQukSabhlLZV3GkN27ciKeffjquXLlS5uvK1f6AchwxcW3FToYZrmPBvZ3YtVmll6ytW6DMabOQMXwtY9V8WB43feRsvnL2nE515Jwv56d1ctinwYF4y/FMlI05g+DM9TmHzJAqQXuec16OrWVDcVQ8A3G3ud+lzzqAYycar2cOTWWvFgaRp95zoacDaBwwQDVwZ/RONnXczMhms1kcHh7G+vq63X6IfLL1AS1LO5YDorW1tdjZ2YnPfe5zl9ifIwbKHjNg5bgcKhuJuPhEFn/R3AGaLk7heQbYGVPmOFxXB0qZTlwZuH98fBzr6+tDfRxeVDrS526qAX04c8xaHjCN7+u0Fo/IFPs4byZHjmxkjqaXbWs9JlxxzsyhewbK3OmcUE4AN5R1cVlJrjJuUcwtWlWLUlm9tR7ZfGdmxBlb1LwdA8W1k6liwVk8p1cXP3tTrbIBJyNv80KdHj9+HP/xP/7HmEwm8au/+qvx1FNPpeCeAUxlU3o/m0/WfLlTIj2O91wszr+2AQfimJdzEgr8SNf6+gfLw/HUFlr9omp7dUCZbrUsbnN8uf3g4CAiIq5duxZbW1uXptdUH6yL1ghFwVkdmAs96yPc59waR09w+Mj3dbSDP3a0buQw4YbuNfZsiFN1JsfE+H+r4lkjZHOd2Vwhd6JVFhid0vm6Yl6uAdxIQ5l1JY/eVz31ALbKVt13QKNxOShQjcfj2NnZGTot/ldy6VcgMifC9/mc5BazZXBQANTnKMsRCe1Yaiu8mMyHqiNUbA7XGatalZ3N5/NLn91S0EAemb41zmQyCf3ykGIK5+XOL8ZvR6xc3SpccE5OGXSEH+lVwMzrVCxHNSVZOUPXxyYOHDJWhmeOGVUdtMf7uGEqjF69jgZeJMk6MgM155d9003nSaH4rOMhKDg4Rt1a2KxWhVHGkwIwy9G6t0p6J4Pax/b2dvyjf/SPSiau6dy1MiXVkwKpgmi2e0RBiDsbnmfz3lkHxGeZRqOLRWGnK85HbbRnNMB5aj9eLBbD23x4xkw26/d6zWkwFbS9vT0803plTl7zzmy3NZp1+fDIhnXo9jW79aSefrCKE3TPq3KWANlFBtDxM+0Qju1VIVtx57KyDsXBTXlw5St5Ws6H5XDf9GNjz3YRZKvZGXOoZGSdcMdQvbg43KndNrJMD1pn5KUyV2xeAQ4M0eWj+lTnx9vG0Pm4fGa7VX0cU1Yg1DZ3Tj7bcQHdO+ar8TOy4dpOdanp3GIr/sCMNzc3lxyJszF1BmDWWjb/zlg/9w1tJz2sXgM7PUccXXw4XLc3O8MLV68sVO3iiEPm9HTUg98T7hzKADLDUuPJ5jqz4ObhnKKUobgtVfxfQwV2LY/GTELv6e/K86KT61BJt1g5HTt5OLg5bc5bGYkLDpR7dFOx00pmLcv9dvOyEZfbuZqWYl04oOb2YDvDfcRjkoA8ehgr/+bDkLi+FZvkPLhfuvy5DpmjW19fb+rP9WF2jqh7JrfWyy3Q4TccRNZ3HeD12NN4PF56eQRpXV2dXjm4fspytJyDypz1L5ZhwpXFHzcAeyhWEjLmzqKdtFKgY7satMEq5fWAHULvUErvuf+Z7CxXthjEZbsyteyeDsX3HQOqDIidr8qatbvLR2XK4lYgpDK7PJyj4/8IzMxacgPAFVx7Rwasb/4sE74kzXVTO9L+xUFlykZa2cgLMmTkyjE7zYvr1jOyqxaIK91pWVxfjoMDlbgcN5qtWDjYtMMPR7L0rdOWvTvMyPrtaDRaPssCD1tDAyTOKsnPs+BWWt10BV+7aQtXSZ3307wUDDkf1xHcxzR73rXn4UmL4bAMFRA5ORmUUH+UqcM1V0cGI6TnvLROmrYCOk2rzIcdlmMgGRA5PbAO3OfoszncVr2d3CyncyLqHFVeHUmAlSsb5bQ6HHd1ce3QM1JUppuNYFw5vSMrpwf++G/VJ7L6YPcL34N+3Ihb+xaPoFwaDo5EqcNQOVV+lVXDJUBGRhkgZ0apoFixUAjGCywV+3XBze26ITxP8mvI7rGsXIYuBmXBeXMHypk8ld71N3d859kRevRbTQ9x+zqG1MOElW1HxKVVa86bF9tcJ6jkdyDVSoe8HbPT4XprZKN143QAV7YTN7x3Oq0ce489ZwCnQJkxVP7PDrUCpqqs7ByOqs2YgWf9IqvvaLQ8raf92a1tcVlq+6oT156croWLS9/U479soUbBxnkJ7Vww8ozNOIaiytJ5UcwV4beTORsauaDTIw4clRFX81+9wXUQNsYKpLlDIDjn02IvCoA8p+9A2nUCx6q0/GwKyYXR6GJBRxfvsuDaJhudtBiedqoeh6p56gjA2SMDU9XeziZU9gyQXN2U/VaEhfPWqUmn55YDdRiSxe0B5uq3C7Atl6diDU/ZVvlrm/TUx9ng2HUwBVUXGGy5YTQ+DLHVCVWOLLChs8zOILUu7B2ZTSqzZNaZlcnxW6HFpvm//nb14Wt2dDo6yNKyPjRPlZs7i2MImpeTGXlVbVwZvL6UkT1nubUOGcDxb1144+d4oaPSsepFFw357by1tbWls7MdEXLt7crM7NAxTrVx/EbZmUPFPQcwDljxv4qvzqfCnMq2nINtpeVnOm3BNuPq3pO/4k4LxPF82PbmBGhl1OO99BtpmXKYfTkA0w7J144pujoog3OGzPm05pNagIzy3By404UbYaC+WRpXZk9cx5rc4Uyaj0vnytT/YFZuTljjZ3ZVLRJV8/RaD7YLBZlVmbC7r4yS/1cjHlev6prrpnEygGJdtJhrlSfnFxGXFv+zeK6calTg+oJrNyevs11+jlDZFZeX1UF/V3VHyOaSxzyXpRXXyrnnzourMhTsVwlusUpZOZ5p5bMGbrFxx545cCerOi93ymwKiOM6eav6uLKy/DXPluFUzMuFnvyyIaK2h2MOPe2VxeGRHOsUtuTy47bP2kbL4HQO7LJnVZ5OF3rdchB6T/9c38E1t4/aIt9z+SK9xtH8Mtvouccj9azebjSQ6Scro8JHB/R6v4cgRfw/hqxesxJUC3dbzDSOW7Hm+9lQMYvj8lYFZewiAxmeM82AOAs9bLnFGlhmx+S0Hq3Gdkap7ePYVcsGOJ2md/VRB1AZb0s+vqeseLFYLL02rUGnAjI7QdysvZSY8G8GosXi8uIg73LBSIHro3rM6u9kWoXwVECN+vSAjMpQ5e1kzpxWtsPFkRO1Wc7X2XcVehxAtUuiNaLJZOG6TFRZDHBOMRnbcIVURh+RL+Y5YGdgzhabqtACYqcDvV995UEXN7K68dRMpR/Vaw9La4FoC6TVmDkOfmedUg01i8fXjqn0OAL8doDnysg6MtK47VGZrlw9qnvOyUD2CiCUtLQcp3N+q4as/VieJ8lT7VfBGG1wenoaERHr6+u2TNf3sr3dEZdHTpkzqUKGb/o8I1etPPneaDS6eDEElckaImM/LGwFzq2QsS14TQ7Zboxsj7HG4VCBuW6HymRVEM52kDjAyFhkxnyz0ErP+TCTdOnUcKu2dHGV7bp542y+39ULzzP74K+LuHz12nUWHaVVgIz/OAXOrcT32r8CVcYQOU8Fd3WG0DnHrRxty8bYeeEaH2rVurdYocrMi/4VkGVsN8MrllkxjutdObWMOGQEydVZ72ftgTC0vArBQKgFsBJbClzVWyMdPuPdM3WgbNSVy4bg5nQd41KlZ0acLUJWzzloPZ3h6W9cVyyNjRhxsYVMO0DWYd39rLzZbDa0m+swTncaN9MPguavbIh/OzCHrnk+F20PgFGQVJlx//T0dGnqgYN27Aqo+NoxPs0Tv9mOW7rV4OqoabgMBb3W+gmXwX+ZbOPxeOlcZQZLB7icj9aB5dM8WBaHERyytY0KjDP5OF1l52PXGNlwWyukAjhvuEqAsK29vq7zcSerFlY4DRuVaxzX8TO5WzJWW+YyffaEFnBox8N2q96dBBlD1cCA4uqSGarak4Jnj0NnQI3w00RsDw5M1IH0gKjr6Ijn2teBR0Y6euyO47VIkrOLrI9WYA1Z1XHheeaItE2z9q92ITldt4hf1R9afTor3+kls9lMZpad4445Ex2ig404gXo8TBaPgwJi717fymm4fN0zljGrTwtU1IlpGfzfGV6rwzmDq9JoR65YrttJUNXZdVLcB7vUjqqd25WR1SMrxwGBlqVpuL5gtTp/zMCd6Rz3R6PR8PXoTN5MvkrPPU4v01PmCCrypP9b7cJ26wCF4yEO9Kp4oqGyG1dvxHNMNmPOLo/sd2aDTgbNVwkh25TDOty79JHTFgBloFx5kyroSrk+c0Hng3t2OTiZMlaMZ5nBwXn1sDeW14WMhblOu0obOQNzbKaKp0CqOwMc6Fdzl05nlQ51Bw9+u/q6vCCXW5zFM7ce4fTr7Itf+81063Sc6Vl/VyFjwxn4alvyM02voJ7V0ZWLwHagXxDP2G+FJdoPW0RPg/btlmNwdey95/BMiRUThaW0LKDzKloZJ3zm9XsqE5Hv93XB7WBw7NR5H1dHZUSVZ2ZlVowie0FBDcHVmY225aF7vHWWFtcOgNjgFXgdCLeYIdfHlcX5TKdTOzLLHH7L3gC6/MdpsukCZwN8nxmQsh/I6/bb4r4+c3K0WDOX5dpS88nuVUCrdqU2mfUXhwcsn4JThS+u3hm7zdK7fuTIRav8HueZOUUlWy4sIQc3cOZFMuGdkjJQsYIkc3qtBTNXtq5UZw0O743ffL9lsC0w4rltBXrk6YbSnD5jKlznjG0pCDhQrYJzso71Zuk0D5Zbf/Pzk5OT4R5PgWjds7zAxFjvKpuzVWX2/BViBjsGVZUh018VT+O7elYdu8dpZ7ajcjogce1X1SUDS3WK7JQUyF2obOBJyIg+y/BBQ4tkqGycV+UwcX+slWHjdJV2QmWVdMHFdzsSMuagC3daIc0PZTpwyGRWENNPhLc6V2vRUBlaNQ/unBoDAt9jwNDfrq69wOnia5yWg+plYdvb2/blDtWD2zuM+5XsWt/e6S7NJyMrWYd1rBhxtLNWjha/XRxtg5asWR31N9cDi6cOxFt25OrCaSu5VJ5VCEbmuIB1mT26st11BsC9jozba5w1ZoQ/Za0lcGvY4pTnytCARSPe+9gbMkCqguv42RRDa1eIy5sdX+9CpjrIHmOsRhpVmla+WeiRRx0S71PmA3c4z6zDt2RA/bElD/cyYuBYj7vXYpMMtLBbx5AykKoc8ao60Ps9ZEkBj+f/VeYWycmwgcvNFlNbjJzzcs6tClqOOk4nK4KbEm05oio/1HPiInEDMNPi55kXdl6sJzBTzOaGM2ehz/htOE2feWJ95phrC9Tcqr1bgByNRkvgwEHBShl2q+MyG+hhdJmzcmwrk9UZdlam2lO2d9yx8aqTqOOp1hBa8vFv1YWzcx3Vtewse4GFy1G9tEZaHLLpP62nMk19xkGPuuW8s7bqZbtZuRnAcZm60FyxXWd7lX1nMrVs0dWzN9gD6hEcU3CCtMA4AxMN2daxCpg5rMoa3AslfL9nKJuBNBamdI66mqKADIirX89lGavO32sELc/u5HIdwwGXMjE3cmIQBehwOboO0CO7Aj3C2tra8K01lUe3cuF5RjoQ5vPLX5PpdYKVg9O6KuC7dtAwGvldMeqsKybNZfWwPMiS2aFz9Pysx26ZAVcA7JwEx2kRkd6Q6cfVM+s/HCbKsBDRMYzM87IyW55mVdaMcltb3Dh/XSzgMnU+mEE/k8+V6V4+4LjQIeRRr66yu7yrj0BG1HOGlaE4huDy1fjKJirAbTFRjZd13gxMuL4cv5KDwdPVycngHA2Czvtq/KzTVzpx5WpoEZKs/Kqu/NzVJVskr0B2FfldPj2EwRETjV/1A3WgqsPKzl1+KnemG5c+gnZZOGB2zIErnCnAsQyNt0rIXgLRKQ49qNwpnNM6sHP1r7anZb8xd1gxEdfB3QIn6qLyubydQfFfZlwuXxdgZG4xRPOp8nOA4xiPxmVnomVWNqr3s2tXnxbZaLHVns7odMF6yxaws3tartPNJw2Z3rN25Dis0wqM3b0KVxaL8xfaWjuU9DpzAlX/1fjcx7I2ykgTnPtYFzJ0OJBNcGfor79dZVcJ2bY3BWOWU5XJZbv8simRHlbs0qouOU/+zeDiwJcbscVuWiCahawd1YBUl9XqNC/SuY7hGFZP524xbZWzIgzur0qjeaNu/AaaIzWqn4o9Z3Xj/5XTcjJqHfQ3rrk9e51Utd/+9PR06avbmj4jDJyX3nc45EYpXCeubwauLWLg9pxrfXV6SOXUkPW7MQ+rNUG28JCxI62sYzEu6DNO597WcuUiH9ehRqPRpVd6s5dRnFJZllWmEDIgYWNyrxqr/HrdYgh6P2MbTi6XRtOORqOu8zDg0N39TCcqh6tXb53YHqqQ6c/lr3XgBeTW/nguq6XfXkarcVnWnv7idNYKGSHQ37PZbADmylHNZrP4F//iX8Rv//ZvLzlz6LSaQ3estCISrv76m+O2+giuW3beIlGIN9HIGSC4e1llIWirc6giEVrbvpw8yqZUFr7GPG+1q0NlQppqoS9jJu5+tQVKZa8YEcrg/65szov15Bh+xSz5vpar+nayqpyuvTS4NmTHmoF1LwvtScP6g83iw6RZh+R6VcH1P7XlareNTmdU/Y8XIlv9R9sywwSVaTw+/37g2dnZ0pqNTikiTKfTePPNN+PmzZvDsZ5a55ZTUlt3OsjsC2lcHdnu2FlwOtZ71WczOVj2SwfUA7AqxuZAlKc6XKVaoJIF14BZ/qoYVU7mKTk4jxvR/0FTzTcDtSqNAyw1iFZelXeuHJuLp2BUAX2VT9XezkDVeTg70jblew6coEcdvWmHiohLbE11Difd6oDOcXG5Pf2Ay9B8HPBkMrh6cD5Z+zq7y2wQDorPisY+cJ0SXSwWsbGxEf/8n//zpZdOND+uB8vJdeohDQ4nELg9XV1VBle2A1t1LK4dS0BWMHNgnAFd1llVsasGHhpmhp0FVkCL0bTArBWcUXDeEd7zZ541u7+Kt1fDc0amz/Re1o6urhk4a6eoQgVw7rkaeq8jVNmz+1lnq+I44Mxsw+WZOeksngNotrmW03AgVYFjpfPW/nncG4Do/402tJzM/jOZHABznAozMjup2rnHthzBcmVE0Df1AFKthSgG7EqYqkNC0CcNrQbiODpkyjyovm2n7MwBOPa2arkcsm16HJxRt4wjcxquk7i8sg7iynKyunuZbl05FbtyaR0AZwuGWZkuVDbsQKwFkhwwxYVPErnyenTF+TGZyAgT/1bmljl9TZ/ZAhhf5RBbcnFaNw2gcTLcyOzePXehB+QrgM+cvqtrRSSXHFmPUAzaClRVRTVedr8KMOpqbzHnqZ0UQ6fWAmO2qMkdIKsn0mc7OHQrG+uTy9P7FRvjdFnIGFRP2lXKWyVfjePAoWIUjqlWMvU6HhcygNE+4PoJt6N7LVj/Z/JoPR0IuKMHMnDgPfIqcxWc7C6s4vjVQfQ4U+0fLUeWOYKqD3JckDonY9amTpaqnTmPSdX4ej+rJBRbvVmlArq82eh54U23r0RcfmmiBTrOK1WGpQt9FZNCvGoPcWvRh+VpAQTXp4qTeWQXt+e6BW4VK6pkVXbBcvNoheNmjkvzcEF1rYyzSpMxocym9W3LajXe2W4LsFp2yfF4jtSBkfud5cVxM5tz9lqlRXAyZranjjGzYQfkWmcnL0bAZ2dnw30+fwXz5NU0ZFZPbdvFwnx1WoV2e2S1AZS9siJcJbPKsyz8+rJ2mKxMLjsDIZWPQwaaOu2Q7bjIXhCp7vWsJDOj0bm5iMsAwwHPNJ0agu5Hz8CuKq9y4i3gYLakZVcsx7EetUN+C5MPlY+4GNkoy1RZVFZXJ9WLylHlydMALYeiASDB+Tv2yXag6fU6cz7ZM5UX/dbZU+XUdArD6SRzUk7feJ7hiMrmttkiDvac87cU19fXl5yts/uqXbX+l86yUI/Cjat/2EJTGZoqSMMqXl8V1pNn5XA4uD3Go9EFs+VO614rZ6/uyq1eA1eZWN8OxF1HyH7ztbYlh4ylteIoCPWAKoI6gR4wds6ichDQYQaii8ViabTl2iDrvKpHBxSVo6ycntbZya5pe1iYe67ps/iuX2WyO6DDf+5Xrn1Vdudkq5DZcKuPuvyxS4QZMYOsbiGs9OJsQdvXArJrdFfgkwKsCttScPXGXJW2AhcNrZccODgwd8as+521vOwZ0vYCpKbV/ywbe3EHgFkdV7nn6lPdq4w5cyBZfJULQ87JZHJpfcHpV0GkZzqDy3Rgpkwr6yNODn5W6cDVY5W+oY4s23ObBfdMCQwALQNY1Zk6w6ydK4Li2rmFC9z2SK/bevF8fX39kq4qrKvCaCQMWTuo26upgjqwzYxcPZQru1KWY6luOoU3v1eV1/KdTO5NLMeQHftknSFkLFunRPR9fBeUbascXFfnnZFWvXzG5npYUcbSNTBbarG4qkx9nnUGt/DF147lZ2Wznbm3yDQ/dYIRy/v2e0OLIVd9J3N2roxWXlkaTqf7szPioTpwDiYb3aziMDK7UBxbW1sbpiMZQ7idEY8X6DNZWZ+uvTXtxAFJq/M54GwBamYIbluYMwp9e0eDe/NulcDDZ26MVsdhRWdOSgFaZeyZi3aG2pqzzlgv5Ow96J/rpPXVeFpXdjZqlPrWWKU7/t0CFeTN88PZKA1l6lYulj1rf61r1uFUf5CvYrxZnbVvtJyky9Pdz4DYAWamC1dPZ7caeLpIWS3rteUsqvZVOVlvahsbGxtpXbQPYbpLHY+T1/UZlnc0Gp3vsnAMKlNKTwdZ1bsqi3TBAY6779hNJY8CqU4j9NRF9y07x6Z59b75lzm5DNwrkKyYqGtLF19ZZ0/ncJ2zAjgnv0ujnUY7H5eF/cCVc0V8V28GUtdHII+TvaeeLr9W/auyMvarwNlibJmTbNlRZvcuD7VRF7gfZPFZpmxE1AJnLcelQ5jP5zGdTmMymQwvtiCPbPG9kiWCzkPmSmcGUSF95W0rQ6mMzAU3n+y8eCanBjUcTNpX8cHqmOmxjiAPD2sACqu8gq3yIbCMLUYDOStgcEDG6TJ9KFAoUFX5Ofkrg63q6uJVdpGBgctbZeEpLNxfLBZLw1cnT6VHB5SVHrhc11crsO2Rwemi0r0jQKv2vYwYsp201l20TSu71WudQjw7O4v5fD58UkzbG/15Op3G6elpXL169VI5Wgd95uo/boGwmy/VjHVImHVUpwyOrxV2lUPg7XiQoYrf6pgqj8rSAi+Xt95nmfk7a1wnF/Byy2QyKed7Wd6WzjWtypqxvixkbIJlYVtxHYvZJ+ejebi8VW61aV4t17ryb92GqLrLRmgsj2Narh85+TMbyEBRnztHozbhCIvb5uXKyWTTdI51unyy/ud2YeBa7aTKR/8Ql/NQNj2fz+Ps7CyOj4/T9SIQs6tXrw4HKVUOOZNRw8QZOns4XhXlRnOVVgU6NuSA35VfGZ/Ov2ZvybWYRubF2YjQeDrfyt8YqwLrF3KyzhaLxdIRnMq+MwCC0To24OpdddZM7sxhufTOYWlbt5x7xe4qwM86givTAQ3HU9tyeuK4ahcO8PnloopBKqlxutVrR3yyOqpcrVDl4xie/s7apZLD6aaKozpzMmYgmaU9PT0dXgQ5PT29tHddHdn29vaSrWh52i4VBi6VxKvuWSLnbbTSTmHZc61EBnCI78CYlaxptG5cv6yTa53dc5evG1Jx/dQTZx2qKjMDnqqDOUNxnbcnv5aXd8DMIyjnnF1HUtla7Ep/6xa3iOW5/qwu/IzbEtNNcKq6CNhDDJxeW86zcjach3NSGQhl8rVkzdKwo6mC6/9ZHAUqhyP6tm4Fzk5mLZfPpRmNzl/60PbUsiFTRo4yWdx1xP87D1mVU21Hankvvq+G7zyF5tXy6G43RcZuqukAZXKVsTJrRTzM47qdDlqOhmp6pdW5nM6ycnpk4TJWSVd1rqozjEbnX9x2OzyyhRjOw9mF3kcHcUCP32w7WUflHUAgC+7Nyuy3EpOe4IhA1j+dzD33esCzh4xkMld5ar/LnKq2nWO08/n8ki0pU1U5NT/FJox6NjY2rPPk/o/43MZVe2f3uV5jF1E7l5uqUCG5Ui44Rpzlo89ZcRx0kUzZquap+bVk13IVVNgRVHOLWV0zp6WGw/8zY27Jrs5D5XHXmt4x14ptqv6ZXbr5f2dnVYd19qT30c46J+k6j+pMpyayeWgNGBE4x+pk1LKdvWd26P7rbw1Zv6jiqyxoNziqjFhpmsXifMHM1dGlwzUW2TjoonmP03NOGl8j16/3aN2VFLlyM706YuueT9RAeZ5TwSHbL1gV7BpKjbMnKEPoDcpSXIM4+bLgGJbbR8zTF87wkBczecc0+B7np7p0LDWrR7aFUOuo8rpQGazqip9VjibLPzNmteEsPweAFdnggHi8ntBinFnb8HON2wqOVSowVDptMbQWw3P/e+rAMvJXQVzQdwIwn4uXNlCWLkRmoUf/Gi/TR29btgLnyWVNIi6/+gujcwVrZ3MZI0+uXMakegyx9VxBK+LyOQkav8rfsShcs0E4udzbfBkTyuqiQO5Ym8qpZegzMADImHVizqPSjQutjozg5vC1zJYDrYBD89BQsRrOV+eK+b9Oeej8tJbV0z4VeKuOVHZnY9PpNObzeWxubl4iBln/zfLLyq5smW2M81UHrW1R6TGbM86Clu3SuNFT1l5PGlpOEtfDlIVjH5miuIGqjsvK54ZZBaCqkJWNkM3pZve1PpleesrMXq3k9M44Iy6/psnBAX5mwFkH43uuDAUI7byZUVUsoYfJaLmar7Mf14kyG3PtC3vghUe0S4tIRCwzZwXXHrbonrWCq5/qKiLi4OAgHj9+nPa9qkzVVxUqp+4cH5+QVjll/Mdo0zkAp+tW3lm98JkpJ3/WVs6Z6XNneyr7YE8agRNzxaq3slxQpVRDwycF5EzxER6MUXldBMB8sG5P4jLQ6VaRjf8YZN18c8/eSt7DHBFLB2e7urdYUFbPjFVWi24VCDkWlNUR93rZl7uveblynB6yjhNRO0mVx3XMTL7Wtbvv6uScwfb2dty4caMc2msePUCs9XGyaTnqsLJyFH/QX7HjAXXh35VcVVstFhc7KxxOZekz/TtCUrU9+hSnXdplsVgsLjFazsh13qrwrBNo51QH4ELFhrN01Ta0Vjnumlfdq/J4lwrns+QJaQjJb97xm2AZOCDo56M06NQH8mSn4NrClafts4pzzgzVMUW2KQVNlx73XB05T61bVmZWlrNlDT33lOhk9eZ46iyz5xxnsVgMn47SdCpfTz/VOmSOXOvhynKkpNJ1RCyRKCdfi8zw/YzIOIB35FTr5Paru77i2ljjDN/U44pWniHztFmhVcjyQmAAdHFaAIlnCsrc4TQPB+DMDlsyMLhmRumu8T8zVP6NuPppKl5MVFkqZqTBGV+1COM6kQKqK7OHHbsOktmLgkNVpwy4XZwMaLJO5erIcdU+Wm3j7MnptSIAPQ40A+3MCbr/WR2qtnGyunx7nHNVNwZj1b1r38qGqle4uTxXp0rWpbMsVDkVI9LzG7J4PaCkwQ3vFRBbb8hp3J7phuq1VSeH2+fc64habM3lpYai8vKinZbVkitjdy1mmAF7Bp4qjxppZbQOmCqG7a45qJPOABLP3YsIXEalQ8cq3VRC1rYqC5flFoGZRWY2lbFRZ5MOBFWm7H5ld1zfyt5aMvTYOXSKbW5crurKOT/Xhvrbye/kyjB3aQ5ZM3KG5hTEwNzqwD1B51QdmGbAmAXdK6z7YTlPVVwmB7+9xfdabKECseqa9e3q7Jxrb3tkTqFyti4tQtbBHDNp2Z97lunQMdpKTpdey+Z0WPjJWGNVBveTSsetZwryTlewkdFo+ewHZXmaB+5r3Z0+Wm3EMmT6qXTtAufRauce283KrWxM27ySu9If3x8cE0dST+4y1zgZCLhOt0qHdkFBlKckWvEcmLrARqrGmclU5al6co1RsTiXn5MLdawWM7UTZo5CZXQGiN8Vo2y1eeY83O/KWVVv5amDdM62smklGovFOVM+Ozu7NIef6cnV3cnQiqshY7qt9YHekPVxzd+BDqdT5+HqofqvQi+AO1vQNqvso0dWve/yZBmgA63rsF1XI7uKZgp3Bqidv4chZ8ZSvQnn7uE+AxODMzy2y0vL5TwyoMumU9Dw+HMNFFHPv2XtUb3UoSvPyqY0LwTHyhwQadwMfLKOjPiVk3N5VWy6GgZGtIf+WWd0QYEo2x2jebVYXObQNJ7Lv3J4PDTXfDkfbueMSLk/5LcKE6109klCy6GhrfHW5SpTQo4cONaPe62XjTJZ5/P5+S6LyuD5eZY5CuCXSdgTcEd0ZWQCKuDpXHAGrA6UdWpB51ndPHMGuAjIs0qL/B2zdKzBsZpVGDTnr0GNyHVEONJsSgRDYM5P6+ccbAVazla0HlxmZj9ahntJCJ2SdcBTT1neuI9v82HBVF8qqEL2UoO2heZXOXPOQ9tMiVGPjFn+KoezH9yvnAg7M9W3y9/lq+W7/qFkgvPTdD2kxZWtz90oTXWDoHiBZxPXSGy8uniHhufKcByuONKzYGzAqgQnvDLCtbU1u92rYr0MuO6tHMjsQGiVvccuXWt3Quu+tgXyds6itfCZGQjXPwNzTueARPNW/erz2Wy2dKxh1gEqcHcg5oBdHY3reLytSjurypctBGl5mp+ri6bTelagobrgeNxnp9NpnJ2dxebm5pKeeuVwz6q6uPS6ndPJXuXh+qvKw3mqrty0VtVuGclokSeXtodIDQ6fQVMzARPgzuN2EzAzztgcG2TFljRvx5IRTk9PhyEIK4K3fykrzlgzA17FzLVRKhDUFzQyQ1DDyfTDJ8xlowYOlTPR09ZY32r0LGfGAlxdOM1oNBrmXj/++OPY2dmJGzdulLpg2XpZd7ULRnXrQEydFPLUOGdnZzGZTC71B+0H1SKvlsl17QkZmdJnOEA9O2WP65A5UFdGJpOr7/HxcWxtbV1yfPifAbA+Pzk5ifF4HBsbG7b8zH4ULB2wOvt2+WekQ/PjkZTWiZ0T49A4o/3aCVzhGZOrwNgpKzPAanfFfD4fToBS4MNzgFUFttVimJOj1Vl4aF3NJakes8ZtddBeBq9sOfuqtQJLJbemcXH5/3w+jz/7sz+L//Jf/kt85zvfac6/sk7cTgFXFgMh/qtdtuR3DtSBLUAuq7+W0SIj2k+qvqQjgKzMiBiOk9StcSqbk0XLaLE9ZedIC6cAebid3HSUY5+z2SwODw+bNl+1RdVWjnU7XFQdujbi/c5ctpORp1iHOWRtABag9+vEVaGVF8yofkQ9f8tHIrq4vTsrsvw/SVDDzIY3FWvWDsFpsGDI3/xaFbh1NFEZqjMsNWCXRkche3t7cevWrfjiF794aeqrBWxVZx2N/KvtbtpGnTPnwe1VsTaMGNV2XbtxuVxGlj/nxddZyPShulE236PvHvDhPJ1METG8NRhx+QUm3Kv6Cp7hk0lZ/2B53G6QluPkUJFRR5pafbrSD2SdaEQnUFYZNezM02aVUDbW44XRkPpZlV6GW4WqYz9JyEDYXXMncTLhNxjfbDYbPjWzubnZ7TSRH3cInlt1HSxrP1dPDSzXxsZG/PW//tcjImJzc9OOBnoZGF87kNDpKQ5u8Su7zpwOymRQz+IggEToMwZgtAM7SNcWnE7/u7LZOfaCUuVgVIas3niuazogem4qMMOO0Wi0dDCRplOdtORUWbP4DtBb9u+mKjS9a9eJMyQuyBWWsQiAGe4p61KjYeF6jER3UawaehlYVnZPmdlKt2OYFbg4Y2Q5YJyYx+ztZNw21U4KBwDasbLgmATqg7k/x8gzwOdrZz9OzojloSAvxPUAvyu76lCOgSKe6yva1koEMqLi9OD05erQ40Sdc8sAjuOzPOzcM/zQMrO1Ey7D6VB3rrTq07qfPeO3NNVRVQ6L5c7sIOKCNE40If9359a2Gl49IQc1Juc5EdyKeM/OBSePbtPS+58kZDszsh0OHJwuWTfaiZhtYDGzF4hdcLtOMlmdvGporXS9zLO654AX+ThbQdDha6Y3Rw4yWTVOq/MrsHJ/4z8tM9NJlr+771i0y4dlZPmybZyuDF4E5TSuzMqmOLi+qnVycjFmOBvivBxO4BqbG3gDgWtPp2MtFzpy2HHpLAsuTIdNzmC0gqt4cCeo3nfpsgU6F55kBwLy7tlSVuXfmpvNgEbZFncIxOddL626KIvh/zpd4Tx4xirdPd39oc6ltdc3Y4MaKtaYOXrH/jO20gvCrgytk6snL1JmzLjlPFzQOmWg5YC/la/m59JVjskFruvp6enSXDPun5ycxNnZWWxsbMT6+nqq2xZTdTJm8mbM35XrytfnLi+3G2wJorVCGTBnQb0t/1Wg4TqoYw8aWrsjqlAxOuRdhd5ydZcH7+pwuww4HgJ3IgYbHo639jtnrC/b/qbXGZtTm1FHNRqNhoVH1kcVWs+VjbBcCI7tZHH1d7X7Qztj1Zm1XJcXb9vM1gEqW9W+1WLSzillbelIVU/deHrIyeHCaDRKPyw6n8+HKYPF4nzLoTqWrAze7qiOxDFq/Fb5XR+q9MDlcF/P8ljaZcECcQI2lOytGtdhnRd1CtG4mi7z5OpdEFZhi5q/U2Qr9IC225ecDf+w6OMMPwOICohdOaqvXnDMOlcFyqgTf6BSF2Mda3PlaLs4dsSyuv3BGXDpbyzItFhUr6xZPqwn3bVRMa6M8Wt63ebGIyHtf1k5TMgy0KlC5ox4WkP7PZe/WCyWtszhs1S8uyiTm/WREUqHPw7ks7pmaTh+1kfdOxITVyCDrzNsGLzzuCyoeqOMtaiXZiaoCovIF6SyyitwIk8FJKfUrEEqb1fJpaxenUjmJNR4nYPUuv9FLHxWuuZdA0gLeZWtnp6eLq08c92qoOX3dDANyoTcixBZHStm2tNJ3dy1A0l+rs6DQ9YnNP8MPCtHkzl9XavQ/rmKw8rImsbleBhFTKfTmE6nS9veMgfjdOPKcDJov8/SO+dY5Zflu+SYVWAHQPrbKVVDSxkuOBB3obWoVy3+OaVVAO0UrvXQ+xlTz+4po+ROx+Xw72xBjq/1SyQsX1a+1ivbOaD5ZA4Me8U3Nzctm3AGn5GDys5UDq4Hx8t0pe3c42xdWVxHpw8HILrwzPeyflaBoMqUyaByZvp198FYq0V8rS/L4uTNwtraWkwmk5hOp8NLLqxDB/YtB6EOxsmcxUX7OPvia9d/OR+3LjVpCV4J5Z5XnS0DNH5eddCKAVYsLpO55ZmdDNn1kwR9MYHvuXbJWJM2ruskOrfr5p4xT8cLfezccO2A2AEbB+08CgpaHxcqtpKlVRbPZbt8M4ddpc9k1bgZcPCUQNZf2Dm6elZlcJpVACtzKhHL05japk4+zbcVOM54PB5Y8XjsX5tehfj1BOfENDgHx+lbTtNtHJiwMlvBsdeKWbi8nbd0ni4rnw8W0hVKvq/XCmYZCLg6ZJ0rk7MabmoDuHM4XB2ycpTtjkYjqxPHmrOQ7SBxC46aJmNZq3SOHuDFdQYYeOaG2w6sqo6X2bFjf26HhpO7GhU4IHX1dTK1nAvS8HxyVm6Pc6pCD2BpyOwEQKxOqcVuXd4ZO+bfuu0Wv6t1F9VTRU6V3FC/95+qr0BRfztPjjz5z8VtKY8DwDibinB5ZaCtHcl1uoq99Rqm2wnCzFTL5Wduzt0xQM7XnfW6WCwufenCBejKydy76yQDNNc+lSw9ndURBBcf7ejYZ9WOvDpeMSb3rKpbJovK7PLWkPUrlUf7oSu7B6g0r0q+DJyq+nBa/tPto8AZntLqdfqaN3CF6+X2G3PZqzBybQ/8dzg21gLdPlHOxG3fcB5QDSBjBe6v8nJIx2yTO03vvuOssbXzrsIIXHC7LBjwsKVH71XTE1k5rR0XrLNs8dOB+XQ6jePj40vHni4Wi/j444+b35rDPTcKUZtxe5e1A3F8lUdDTzvzn5KHDLBa5VdOogInV2b1AhADt27Xc/puESaOnzmHFrt391uB20Xtn7eOavv1ED/Ed88ZfDW0wJ5lqOpfOYpLZI0vMiB2RsmGNZ/PY3d3N9555534+OOP7T5OGIKrkCuzxTCcrBWrU8Biw8xWkavQAkCWoWc7HvJ08djRwKM7YHWgzt6fy8imHfT+bDaLg4ODuHfvXhwdHZXTFTqlkenQAXar8zoQdyyKO69uc9NPyTsZdbTEQMejmEpGR2oUMHsZa6WjjOC4ULVFli87Q2WRGt+xYXWiGevmNLPZLE5OTuL4+HhIiwVEZeQtB+me9Y48VH6He733cM1fD9K+ijBmT+GYiGOMqpjxeBzT6TQeP368dPhHxoBZSVnHaHVQja8elfOp5phVNp3CYb2oXC2QVVbaCr07M1g+nWJwLJiNQPOu5oVR1snJSdy5cycODw8vtd8zzzwzMFvNp8X0nU51LloBQ5mUMh/d25mFCni5LGefKFOBGmkqINJ8s9DDxlEWy90iEiyj6qHqo6qHiolq/Vt14rinp6dxfHwcEef2c3x8PPRJN4WkZWv+znac7K49euvakgNBbdPZZ7qoVzUKP8cw4tatW/Hss88uNTaeZRPhPYbpgjJfN0er5UKubLGL42gn1+DATYMqvxeUq8CHjGdTS04XrdAC5el0Gu+8805cv349nn322S5ZFZh1Rd6NghhktA3cUFDvOzDWuA7oOQ70mzkJAEOP3eoQm/NwMrn6uaA60q2Jlf1W/dzphMtQ/WWyQrZqGitLt7m5GZubm0OfmUwmSy/qVOlbwTkh/Z9N22lQ+83qp2ndmhbjQ3ramzOU7BkDdkbvWUiXXwYcoPrVFEG1i8IZO5eXMVDNYxVj4Lwz2TRPfebqBrndnGJrZ0R2XQXo/r333ot79+7Fw4cPu4Z6LmSgzGXx/wykesGr2mmC385BsIzcTiwns3Fmg5VOlJVm+WYOSMHE6a4F9K4v9vRPLtfF07xa4O30AOfFx5PyArXilDpFp1NXB712jofLcFtTNa3qhPN0GKB2yc+Gb+rxfCMydQI5puwUXMVzFXBGhvNSM0VnAM1ytxpKldViDFp2axGxAnzXAfQep8fBKw7ks+mOlpxZwNDw8PAwvve978Xx8fGwsKcHhK8yAshGZAhoK10oxDOU0wLiCvwrWbJ8K2abOX0HetpXnExqu5q3K0fJj5bbup8BtOpQnVVvOa4dWKeZ82wRAIcPzlkhAOOy9QRXjjr3Vr1bz5CnCxNWiG7FQgdQpWlDsaDOy2dsUNOiDC0T9zQPt7ClQw+Nr/fQAdy8ayavAznnBR0gKlCsApTVghwH5+1bgXU7n1+cP3H37t346KOPYjwex6NHj4ZvyXGaVaZveuTQNEoMNK6WNRqNLKC3bJDzdPYNW6nYauX8K4Ct2J8LqodV5MgApQWsGQvke0puXJ6QV4ftVT2UoTunh+cV2HL/d3lXQJo52B7n4QDdheGLIcwq2Pg1I1aasoYq9IAyl18xS47vVtM5KJOrGAeDZTWsYIBQoHCAy87OOZGqLK1r6x7Sa72qoMbIbXDv3r3Y29uLzc3NpVO2etu9qo/GyeaZnfxu5FONGirW2ZKVHZAjIRno8H/otMWcEJf/Z0FHpJym5Vi0rKpOTMyqtNVoVIFRQdWBWQZw7lqnSTh9D2a5unAfz9h+1kaZ7Srx1LAUOxM6+10Jx3llafGygj5Xp9AKDHgZ+CirV6PhDtvDWnUYwwCcfUA024HQw3p7d2BEXGYqEauz1NFoFGdnZ/GDH/wgzs7O4vj4OPb391dm9Nk93h3CeWaA5UZIaKvWbg7Ow5UFu9CpLmXZzvbVnjLQxrMee1bWVj3ryTMbVTDB0ntanmPkWT1bzq8XWxSLnLPRvyfRQSu+m87NRij6TPs4Xs4qpyxYwapoZi7z+fJnrdVDVwbkFJa9xpsZiHqVVUDK5af3UbabfqgArcUAe0Hsk+7EYEOtPv6q8fkaepjP5/HDH/4wvve978XJyUlMJpM4ODhYMkwYVtYhsnKdLrWzKWPmTp7ZU2tUxVNfWm/c57cZsYVTgds59mzk4Ngu9zl+ng2FtY9qyNK1gmN9FdA6R6/lqS04pu50pzqp0rGuW7jDcnHemeN3MkV4e8wYfDWVyc+dsxtnrEO9MO5lRp9VEGx3FWag+TJjBjg6Rqz3nRdDvi2P70DYLdQ5JtpbX07zSUNlZFnIhnfz+TyOjo7iO9/5TpycnAxzyg8fPoyTkxOrq4yBaHBslu2tZ36c02V5ZiFjvKgD/vjLFdw5FWAdKLTYWpZOnymoQc5s54HWyZEsl6cL0KkDe+0bzsE5mVRnKo/q1zkzzt+NFDK9V+TD6UjtkT+yoA5D72WhZ+pwnBmEU6pTLGemiuoBiV6g5uDmYflZVfFWB9BGzeZ6MxBwhvwkDLs3OEfTAwgoVxkn8jo+Po6PP/441tfXB0De39+P3d3dS3XLOqDKl7UXp1FHq69rZ+X01DVba0Dd1ZkyI3K2nQV9XqXN7unzDMQ4aJ2y9Z9KVr3n9JQRG5WlsscWiGvZWRyVn/ueA9yq/zNzrTYMcF5KXt10ZdX/Dd74BRPOjBNrnGxI5lgis1tluq4MLqcFgDon6/JrAVWr0bKQAU02T/oXGZzR9zBl7eQKOvv7+3Hv3r3hZZTF4vzbZnfv3l2qjwMPJ19E/RZf5nT5t6vjaDQazlyu5FCZMhmRH+eD+lcsqOr0zK6ftI0cYLMj6QEvfcb5KzN14Kv1ROjZQaDsM+uLmR65nsjDTZfxM7Ub11da5EuxJEvLIK6hlyBFxAVD1iEDAnsABkcWhEPltTVf/LUYpKZzv10emefUOFhcVIVqB1IW5+T4/5egAKv3tVPqszfeeCPu3LkTBwcHQ5zpdBpvvPFGHB4eWpbwSYK2qzJlXhDRuuh9ZbyaT0tX+ue2UWnIpm0qwGO5VmGIKqumeRIGrWXoFI4Lzr6yOmjZLH9W98q+XH5aNyYCZ2dncXp6Gqenp5fmcJ2s2j7ZCIPDeDxO36KtAJvLT78YwgDtKpz91kbi59nKvwKryuImyd2QImMLGg95Owaflad5ZNtWniQw+1J9ZU5BGZszAGUNuF854cViEY8fP45vfvObcXh4GOPxOM7OzmJra2tY6Lt79268+OKLsb6+vgQomUPsZQfVVBTHce1U2Va2A8fZAORV9si6UubqGLzmw2XyM9emeJ4F19YVg9Z7nEafK/PUZ5kc2ehBAc8BYBUAxtqvR6OLbx9WTHs2m8XZ2Vns7e3F8fFxbG5uxo0bNy69Bdiqk+qXwT4b5atTcUHtwX4xxIGao/u9HS5TWiYkGqEnjXbiTLas0bJQzR33sK4sKJBCNu5U/FwbXJ1kq14KHvitQzHo/OTkJN588824e/fuMD8MhrG2tha7u7vx4x//OJ577rnhFe6MkakMvYHb1AGwjqoq/Vdzdyov6usc2Sr2G1GPHLMhvrZpBgjclk4+Tc/tz897mK2rA+ODA/8MnFV+l7fG44/+tkYRDH44NW42m8VoNIqtra2BsOnXTir7dCSP616NMnhnhhI4V//RaBSTbDVV/ziRawSnoFbDZKGXfbpKapktpwFlab4I2by1866rBNfZAAgKzhp6O1ZPpwAYw4jv378f3/rWt+L09HTIA882NjZiNpvF+++/Hz/7sz87sGYddjubyJhgFRzrVVCunDrSuE6rNl2BhHOU7pl7nrHCnvq3GKfWwelAQZnlcP2F64K8HTZonTOAcTqoWLOrj9M52C+3P66ZcGxvbw8HFEEnWlfO2+mxwo7MIWp9e533ZDabxenpaZycnMT6+vogvOvsWigK1pX2FrPgUO3Ta4VqEr3V6Aj6SSgnX1X+KlvWsg7kDNJ1IgfUWcd3cbhszgtz6AcHB/Huu+/G7du3B0CeTqdLLPn09HQ49/rq1aupHBlAOFupgpt60Oc9wF2NOiA/6pkxIp57ZLBxnZHryW2Z2WZlo09CajjvVZ6zjthOMgdWOdnMeWmcXgfN8WezWezv78d0Oo3x+OLzTpPJJCaTydIxwLoI7eSsym89z6Zcq/z4P9+f4OLs7CyOjo5ifX09tra2lj5hgsZBgdkCBuI7AMgqptMTvWCcze1WhtHKj8vPgMANV5506iJr6IxNZPXIjKVifOy15/N5TKfTODg4iA8//DCOj4/j5OQkTk5OhvxRxvHxcdy/fz9+9KMfxQsvvLBkJ1pW5RD4fgbiPYunOqXh7ELbsJoy0JeVnOxq+25EwPd45JPpocoXadWxVO2OMnn00kOS1MGxDCAv/Co5x1FHr7L22i8zXL3PZezs7MRkMomNjY2l7+1VNuYWUbN2yOqnMq26nlT1+Qk2PG9vb8fOzs6whUjnB11m3PA9Q7OK+jsBqw7qhqS9TIIBYNXpiqyMngZpNbQaT9aBNJ+MvWRyZ0B4eHgYDx48GJjG2dnZcMgQTt6bTqcxnU7jT//0T+OVV16J559/ftg0z/rM6qpyOJnZObdGKPyfHaRjLT2Lhk5n2YiG+4drkx7br+RhG9V8W32t57qqF/67nUy9de4hE87GM+BkW1lfX4/Nzc3Y2dmJiMu7qJR8VHJBn7DzTF6newSkw+v2DNSOMDpgj4iYHB0dxbe//e34iZ/4iSUw5sAFcCVVcNdQvUMRDS6Pnt0Yuk3F5clxM0+qZWR5OiBuMeYMULU+Wcg8OT/v6Qz8/PDwMPb394d9xuh8vOK+WJx/TmexWMTt27fj9ddfj7Ozs9jc3IybN2/G1tbWUH/XSVkO5A/W5VhixGqjjmzBVe+1bNLJkE1jtNK2ymiNErJ8e0ZWWT90IMijYI7HeeqxCQ40uS5ZPRQzHPlgmTkNp+XPSiE+T7VouU4GBuNV66KkbrFYLB2mH5GPODIHMbly5Up88YtfHDqDa2i9n3lkvsee4ElBWcuoVsz5edW4TokR+fymA7bWToseEFFwUuPP4rp7GbBXz/j+0dFRvP/++/Htb387dnd3h3m5iAvPP51Ol4asDx48iP/zf/5P7O7uxiuvvBLXrl0rWVxWfmaY/KwaEjILwVxhtiujVbaCpDJqdRqZ7Fm+VciYXCuvKv8e/Wu91Ra5v+hIxvWzqiwnnxILLdeB5yqELxuZaXq2H93Z0WK1mndG0lq4MBqNLo7f5Mqz99PgvHDVqVYJq87FqFwZY3ROQp9n21fcsFnnIHvqrMaTef1emTldxi57gHo2m8Wf/MmfxG//9m/Ho0ePYnNzcxgSrq+vx+npaRweHsZkMlky1oiIH/7wh3FwcBCTySRefvnlS3lnHadiga6TqU1wHJ22yNJUawH8XEGgkovTa9wsTgWwWo6CUats9wz1gT4ypp3dz9aLqtGZ5uEcWytUjJbvq/x8j6cxnLyKe7we4vpOJkcv5jG+aT6Dvi/dkDmibNjeYm18zZ5mlZAtxERcfmkikyFjNNoYPTKgXPzHdrCWrFq2C1mndfVwzzIvzbrHfci9u7sbX//61+M//+f/HHfv3o29vb3hy9L40u98Po/T09PhYHrIAIDe29uL73//+8MZF9lijKtvqzNn7dLSZYuh6HwjnrvA0xz852RptZFL3zP6qZh4BoxZfnxd1aV1LwNy5M9/PdM9qh/YkgJjhiVVnroYqrKiHM3bsepW+0ZcTMfxyyduu52TaZKxQxZWvyTt/jOTqxqrFXoXXJyjwP+KLavMWeBhcDYfmU1TtBYDW04gY8U9nZev2aABrEdHRzGdTuPw8DBef/31+I3f+I348MMPl/LAl37H4/EwfaELOgDow8PDuH37dnzve9+L559/Pn17KmMEzm6yun7SoO3pnCDf4/hZe1T1cXFXqWcF8Jq3S9tyej3PnAyubSvAQ1CWno06WH6Nl5XtZKt059guEwr33coq38oW9DuBEcvz3wjj8Xj5TT2neJ0/w39ucI1XVTqrxCphNBotrWbqs97OXK26Z9Mn1RYqDdkwq5I301Mr3yoNWPHp6Wncu3cvPvjgg7h9+3Z861vfioODgxiNzs+pmEwmcXR0NLQvjBL707HjIiLiypUrQ76PHj2K//k//2d86UtfihdffHFpHtLVvQKQKl4vOD2JTWUyua1UKo+yHa5HZoscJ1v40bJ67VrBoUce7tsKxrh2C+bs8DN5M0CtHFOPDlwdXWDM4rKy6yxo/AwLnWNTIuDI3nw+v/imnlNUxWKyzfUcdOW21Vl0FwXH1ZXuar9o5Qjc/VW3Q/EuBA2sYNaf6xS9LNg9U2PsYc8A5B//+Mfx3e9+N+7duzfMC2M6YrG4+FIGtzteFAE4wyli6uPhw4fx7/7dv4u/9/f+Xjz99NOxWCxiY2MjNjc3B2B3Q9dM7l6moyGL69q42lbnRkgqn+o3s7UqXRaP65O1b28cB2TuumKfFfg5YHMsWO9peTx1oFNFmV7wv2eqzDkJbUPdeeVkz9oV/UZtJhuV4RmHyWhUf6SS52qVIatQLlTDDWYHWgEEBt6qY7aAyclbdcaI5ZXXbKpC5c0Mw8mnQI17nI7vtQwqmypZLM63q925cye++c1vxgcffBB37twZtrCpYeM/tqXN5/PY2toaNt+zXg4PD+P09DRGo1H86Z/+aWxubsaXvvSleOmll+L555+PjY2NJZmVVXBdWoyycrQcT/WngR2qIwyOwXCeGQvi505mjcsy9jBZtaGMRXI5rrzMASBvbifdRubqWjlZx4IznWNtQ7dbZnpwebodNT344dpKd11p+VoP3R7MtsTtkvXT0Wh08aaeggUy4JVn3NfKq2fMjNApRFfJM+YJJucqkuUJ2ZQdqUIypsvKxb1VdoFknlSfVwygAiLX2TJPjgW8N998Mw4ODuLw8DAiYjiEhUFR9YzX6XFAC6Y/sNiHxYvpdBrf/OY348GDB7G2thZPP/10qhdnC5kzRXA7BbK89J62feXA2faz3RfOWTqZXPye/qHt7/KtwLZivCqrA1s3HejKcbL0puO4o9FoeOU5y1frwdeaH9e1aisF18xZZHbWW0/VrZviiYjlL4Y4j6TsLlOSFq4g7uJo0PkULqt3OoED8nHXDPwthuue6XRMxIX3Y/mzoB1BG79aYebfLq5urZlOp/G7v/u78dprr8Xh4WGMRqPhJQ52dKgPFnG1s2AhAuefgB3P5/OYTCZDnoeHh/Hmm2/G0dHRpTq7+rs4rkMpGPWCMerJ7Qfmr22qMrlpFtdH9L8DjZ5+o/kyezw7O4uTk5NB58r++Dc7EZUrY7lIxwtaWRs4HfT0UedQnF1kumrpUZmo4laFcSyL9seIy9ig53Brm7jgps7490QTZJ5VE7qO4/Li/xHLDZoNCTU4BVZeEdMcPeCasWbkV+WhH/zU+AoqahQVY1AjzeJr+dwp5/N5nJycxNe//vX4vd/7vTg4OIi1tbXY3Ny8pL/JZBLT6TS2trYufTaJ36abTqcDQz4+Ph7AHQ5uY2MjTk9P44MPPogPPvggPvOZzwz6XSyWh3XK6LS+jk06sOM0PUH3g1Ztr8PPTC6Vm+tUyVX1NwQ852Mj1Um435VOWDbVqbYF5131OzfyzOy12tnF+avd9+rYMeiKubLjy+Z7tQx9zVqZ7ypTogiTrEKqgOx35T35mbK2DMS5Im64kAG/Ayw3NMimQ3ruaZksj/Ps3NmrbTQatGNki6cKDmdnZzGdTocFuNlsFv/3//7f+Pf//t/H48ePBzaM55jfxbQDG4caKHZYYJ5vf38/ZrPZMLe8sbEx7MSYTqext7cX3/72t+MrX/nKEgPnNgVAZzrFvaqzOb0gqLPV7YsOgDhvN4+sgFA5Bpe/6sE5GLXjSi+cvrdvZCBbkYNM3sw5MUBX7dVDwCoi02pDzae6r9On2cFZ2T1eCOZ8suCeTyKWD+bOgC9bfXSVdN5JgwKtS58ZYpafBvVEfA/3nyQwI+DGZP3hvh6G3aqHe5axSP0/n58f/nPnzp14+PBhfPjhh/E7v/M7AxgDfBeLxfDxUv3UPViyem8Mz3AqYETE1tZWbG5unu+fnEwG4J5OpxER8c4778Tbb78dP/uzP2tXzZ3euH4OsPVeFbStdXqC77ntbTra4e18qIsD6KpttQxuP1eviohAxswpZOU4EqGgx3EzwpUBuSsn01EP03XsWMla5Vg0L7YjLk+/y9gK6nzRfm6E7rDO3VvaZdHjZXrYCneyzOs6oZSNZB7asQqWP+sUypAQWlMcmhdYYsTF6U5uzk7zqBwMG0tVtt5HGoDn0dFR/PCHP4xvf/vb8dZbb8WjR48GY8H8ILar6XGKWLxbX1+PtbW1YeEP85ez2Ww4mhOgPRqNhm1z0Mfh4eFwctxv/dZvxcsvvxxXrlxZaoNqFJTVv+q8GXNDaDlnZs3I3+3CcG3ScrSVXBwftsR1yspx9c1AUO2KQUR1mIUWcar6edZfq/yd/M45VeCrz5lcuKnSjFyqQ8nKcrqspkQROM6lN/UwrNVdDZnXrRhOK/SwCS1f0/ayaB5+csdbddcEWGKWznXiHlBFHVoG4NgC/mazWTx48CDeeuut+Pjjj4ddEIvF+aeZmB2vra3FxsbGkBcAFdMXm5ubAwhjJ8bBwcHAqrEifvXq1bhy5coA1gBkLEB985vfjD/4gz+IL3zhC7G1tRXXrl2LK1euDDK4zuqYHfSj4Jcx64pRuqAMubLLTDYNlRwOwCqykjmBDOCVkTqmqfk6hpzVRfPuHRloqPSWyZ/l5fJw17B1JxvroGLdWdtzfLdwx/bHRBRhSTLNxHlgBjPnGTQfbeSsUhC6YtVumOLiqQycp2NK7hqBh4RaNrPiak5SnUcmfwuIWBZnoCcnJ/HWW2/Fu+++G48fP45Hjx4NW9ow5YCFvq2trTg9PR2mHJA3ph5Go9EAyDgDGYt2MGjIgHOTj4+P4/j4OPb39+P4+HhwAL/5m78ZX/jCF+Lnf/7n40tf+tLAlrWeei/rVJV9ON240NrCmBEMZ3NsFxkTzfIdjS7eksxYm5bRI7OTtwXuWR9le81IEMur6XuIBsetZNSykHc2dePqofpwsrMclc4dUdXAI/IWY7502ptWZDabxfr6+hITG42Wv/jqFN1iBwpIbg4vy0flzBpZFa4GryMDlVHzR366euxWvlm+TB4uQ8vNysrCfD6PBw8exHe+85149OjR8Ao0Ftp4jhfTGzggCB+C5Dfwjo+P4/T0dDh2E2/cYQEPTHk6nQ5bsQDiEbEE2ru7u/HgwYN48ODBwMB7nVHGzDJG4/Se6UunL9wcbg9T1nLd1iZOox3fLdpWbJWvK7DQ+JVz4/nxijBkgJwBU/Y7Y5juOYesvi09VBiS6YHtKmPKjiRmNuUwUmVbYsg6D8rGoizQVa7Xe7NguO+2m6hRVODMitAK6/ygM3Jd4HH7gLkszkMbNWPCGQi7TqrMSNPhmhfrXnvttbh79+4wVYF662oxtrgBrJkRj8fjYdGOD0AZjUYDOwYw81w0pijgCPA1h42NjaH8jz76KN5555341Kc+dWnLkGM5Vedj/fC0mbOtLGSr4jql1bOIqLZUBbUVt/1Jnbyz2d7+Vj1z5CZji/zcBe1bDoAdVnDcnt1NmXwtsHPXSoC031V5ab66dsasWDFAfyOMNdOMjbQ8dOY9FVRcWQz6EcuLZlVogbVuOavqA4fj5pq1Y3BcHuLzM9fwnL63gVRm1TE8+sOHD+M73/lOjEYXb9pNp9OBseJLMNjqdnJyEvv7+/br0ovFYkiLOmIRD2XjxQp8+BROgGUFm75x40Y8/fTT8fjx4/jGN74RH3zwwSWdaOB6AqyUwUVc/qxQDztGqEZMFfBpWzjH69JlzgL7uk9OToZ93lpf1/YVSGd9NnPuGq+6roJzjC6vqm4uMPlw5EXBM5NLA+ynp16aT+WclNhWcnFYYsiz2ezSWzqcMPOA+pu30XGnytiPshBmqBmwucooyFWKVmN2DEfnGTPlYxFUZaxYOf93enHOxukC7PQP//AP4/79+3Hz5s24du1a3L59e+joKgPmlafT6VK+PM2AusPh8LXWEzJExPB6NRYMNzc34/r167G/vx8ffPBBHB8fx8bGRvzTf/pP49q1a6VeWx1UddMDHG5vMe4j6JxfBl5ObnYULZDgPEej81GFvmyk5TjCxL8roM2C2kcmn+q4xVId+3ZyKcBl+5dVxh69ZmW5PlnVS0PFllVe1Rn3Lw0TFUB3V2SFOIBBQSpwBiYVi3RzLy0FVgxY89E6Z+DNQ+tsOKX3M8bHRu06QdWpuBGVEbz55pvx9a9/Pfb39+PevXvDMZrj8Ti2t7djNBoNc8Hj8XiYD8bcL3ZMuIURLMxNp9NhextYNeTCwh+AG18bQfzd3d04PDyM3d3dODs7i+9+97vxB3/wB/HLv/zLgxx4yQRfPHcdpwo6XFQmrW3Vsw2pCplNVh0+s2HuHzxtx3ZZEZMeWbM0Spqy+E6fqm9HIjS/XixQ+So2qvXgfFEv953QzFFkGKeBiafG0/bL7iEfyDlxTNeBFmfqlO3iZXk45WZzyE4hbAStkIGv5u32of5FhoqRZ+VpHEwnoGHn8/MvdvzO7/xOfPTRR8MIB4t3YKnYWYEFNRzgwnO/i8ViYMNra2vDzomIGO6BHTOoIR7vEuDpEcwhY9fFyclJ3LlzJ37913893nvvvbh27VqMx+N48cUX44tf/GI8/fTTw2ek3EIv24ZzbBUwaMhYsQvVQl0WHJDoKE6n5tj+XAdu9TfNK8ub9YVyoHOOk7FnVyfH6F1e3HcV+LQvQK4eXTq59CO6FS716EpHPhxP8Qvy6zqchkvb3lRJTlgFMoTK4J0SM3boKqD5O6XjutfLZvONTplaZrVVqnrWA8ZqlFkaTEPs7e3Fxx9/HLdv344///M/H0CXvxrOb83xlwrAGLa2toY5YMxdMoirzthGIAf2HmOuGQC8trYW29vbsb29HR999FEcHBwMC43Hx8dx9+7d+L3f+73Y2NiI559/Pk5OTuLKlSvDEZ8A/2z3jeqsBUYVW+Zy3LYkfcb5AczwPOvw/KkvAAX0iVGFBtcX+MMMGVvl+mvfy/of56dOISNfmSPktE4fLebp+sSqIJoFdehcjnMknLfTj5bNeeh7HD1EbxKxfMpVxlyzrV1ZyBgN7rkKuNVuzkO3pHBl+T+XoXVyDdFiPQq03GndCjmHTK8uXmUYms90Oo133303vvGNb8Tjx48Hpgq2itPZRqPz7WyLxWLpU1yYesCbd4vFYljEA8MGQ0ZYX18f7mERCnPUzPTW19djPB7H4eFhPHz4MI6Pj4ctdQDytbW1ODg4iNlsFg8fPoy33347rl+/Hk899dTSW4Cuo6vOKmDW+5Xjzliyu895VCCu4MTPkI8SHY6ndsWOsppahK61fzlCokBTjTY0OHJR2XLVFyumm+WBe67siMvnUTg2njlzZfQtp+/u67sDfN4zAtvD0hdDnPL5Q30VYGSdpsVutaIZ03Tzm04BTgYuR40l81qVTA6gncwVE2aZ8NvJoo4MHXI+n8edO3fio48+WppagHPgt/IiLh8VCEDl/chg2ZyGAZxl0HOUsSUOdoSXSvb39yMihjMwcB9THADr+/fvx49+9KN4+eWX47nnnkv15uws+92Kn5GBasGPQ8V4dN4SnZH1neXtZEYb9zggR3a4LMdWITOeO5telYxxYOep5Wd9wIFsxp6zspwcrmx2YJXjyfStZeszzrdai5pERHMRryWQC1U8B+wsFBuDsths+NLyclwHhBYD6BlitPZNtvLT8lVW9tAAw5OTk7h79268/fbbsb+/H+vr63F4eBjT6XSpTtjiprspIs71iekBgCumNyAXXvzAvmR+GQhfp57P57G5uTlMVfBLRJgKAVs+OTmJiHMGjYOJeM778ePHcffu3fjCF75wqXO6DpnZkWvzXruNuNymbJNunSEbQek9fWXXnamQyTEajYYpKeSVTSNyqADMgWMGGkpoKr2i7dzcdwV2sG+XbwawLmQsvGLFKgt+Z2RvFdxQnerZOTwLsbTLIkP2jJ1CSZVHRDzXkbL4Fci1hg1OGah8toLtvLfmU80RV4GHO24oo0biQBnxIfd0Oo233357eAkEHRVzwpjD1TLxUgfY82g0GsAwIobFNLDXmzdvDjskwLqPj48H2bA/eWdnZ2CAYNesS+S/vb09zDNvb28PnRbyHhwcxNtvvx0/8zM/E7PZLLa3t2NnZ2dJl9xOrpOrDfdsW1w1qP3wCDIDHGbEaHsefbqAg6AWi/N947dv347nn38+rl27NrSdll0BTfac72MLp9Nv5uQy/WeBZeH/PEWWTeNkTNmVn8mirFx10Erj4jtZtV/3ON+lOWRkoNuOkFkmUMtr9rCUypAyj+7KzkJr2JkNqZQd4Z7LpwIG9bycplUH1vN8Po/d3d144403huF/RAzgiEU2lQHzyjzPDPBlwIi4AIKPP/44Tk5Ohjf7EI89PTM1vHJ97dq1wTngTb75fD4cRoRXr0ej0cCuF4tFHB0dxdtvvx1vvvlmfP7znx+27DmwyYb66lQrJ/skrJnZDD+rOhvAF7LoiFRtx6WPOHeYmLNXGTivrC863Sg4MfmqQNzJV41oXBqVhRdyM2Ki8jxJm2YyOUzD72wNIcNAjccsmcmdEr0JjIWFwlBKWVbLE6qQWjFVyCodomIfvPLsynDyu4U5/ZK1LjJyZ8wU6uTO6oKyeCuNC/zs9PQ03nvvvbhz584wxQCgBRDP5/Ph6EwAMeZrIy4W3Vg3o9Ho0iIe5nrBUh89ejS0J58Wh/Q7OzsxHo+HHSC6dQ5lIV8GUHyW6ODgIH7rt34rXnnllfja174WX/va14aplYwdtYhCNU+7atC2R9DpDLXXiq1BJzodop335s2bsbOzcwk4NTgAawGFpl0FtDIg47JahImDIxScN+ruiFqGESxrz4im5fw5X8f23QjD5aXYMUxZqEKVojvj5/iZJ1VBs/8ubwhcdSiAg1OsMxIFUs5b5/S0w7nAc15ZnRxTy+qcDX3AQE9PT4fv1eEUNv0+nMqC6QYGZ9QPoKmHRWHxCXF5exvmipnR4KUOzBNjjzNkX19fH4Ad+6V5X/NoNBoOKnr48GH86Ec/ij/7sz+Lhw8fxi//8i8PUxyu7TJwqeyyh/m50Dtt1QN0Crh6jXuQdXNzc3BkTEQ4ZOSHddcrq8uPnyux4PgKmi6swqIdFnF9MhBUGdy8e+boK0zjMp2smS22wsStpDrGgY7VYr8scBVHPZV77uh9ln8GZBEXK95gSw6Ue+Z3FKxbW92ywICpBq2y4//p6Wl8/PHHsVgs4t69e3F8fLyUHjsiRqPR0i6JiBhA9+rVq0vGpHuU1XAByHipZHt7e5jOwK4KxNve3o7PfOYzsbu7G++///7SVEXExS4N9zknxMV5GPz3G7/xG7G+vh5/7a/9taH8FovDM8dYHCHgNC2Qds6ddZbZF9IqCXBTYgi4Pj09jcViMYxIuA15ukhDtoWP8+gNSsgy0M7suTdv7c8VvjiQc3LxPd4t5NI5B8DOTNvQlVGNSpRUaJiwkfKQCQUjI2ZO2bemeoYtmRfTkBm9Vt5dIx0zQa5PNRfs8qiYsiq28vqOUbg6uN/z+Txu374d0+l0OJwH0wYAr8VisXQeAkAXOsdr0nhBYzQaLTEuZqz87T0AMAKA+OzsbHBy+/v78fbbbw8LTqenp0svoWBnAEY0o9HF6XKLxWJ4QQVpIPdHH30Uv/7rvx7f/e534+WXX46f+ImfiJdffjlu3LixJHvVgTM9P0nQc0uqoFNeEfl3/lwHZTYHO3Q7FzR/3aWkozP8V+DrdXQcHHDpfZdHbztVDjNj6quOiCpi6fqi6kydPcd1eeK5I5tLuyyYtbqMHMNAh8qGSnydMZOTk5NhWFspyXUEnQ/S4Z7Oy1WsIcu7WrThtK2hV+Y5Ob1jz/P5PH70ox/Fb/7mb8b9+/fj4cOHNi3mjvmTTOPxeGBYfNAQQFFX+gHWYKyo32JxsacZco7H42EYPZ+fv4F3dHQ0nE0BBo5FPF0MBDsG+KIOrO/Dw8O4fft23LlzJ77yla/EzZs346WXXhpGBLr+UY2iuD0cQehhy24Hgo4sEJzjzxiyBp6OgDPLAttTVRbXXdNnu1F0faOnn+O/KzvDioz1atkuD3U+WciIoi5kqq24Oui9rI7a5zW92utEFeHoeAa6KJCHZJzOeRCX/vDwcDhUJpvG4PIdm1Cj4nhs2FmovCuG6co+VBYnc8XmYQhV2bPZLD766KP4V//qX8Vrr702TBFAn1w3red4PB7mmLG4hvT8ySYcBIR4fJYy/lg2gPnGxkZsbm7GjRs3Ynd3dwBxnFuB7WxbW1sDaCMtgBf2g7KxGLm2tjZ8QXuxON/2tbu7G++99148++yzMZlM4sqVK0s6UP0iuM6RsSuNz3G0HasRIXTtQmY/3HY8MlK5nAx4nq2BZKNS1glGVkqMXFAgQ1zuhxWwaV5aXoU3SFOxYodFfBSty1fZbS+4O6KpTkWvXb9fLBbnhwu5oEbeArNsKKFxnMe5ceNGmT/npaCTAS4zMjcHzEFZDxs2569TGL1D1wjf4Pob18h3NpvF48eP47/9t/8Wr7322vBWG0CV9bK5uTmk5XOJAYyQF4t7qC8AG/ng/AvE5foiDct3dnY2fLKJ2S72NOMFEN5ZwXlPJpM4PDwcvlDC896TySSuXbsWN2/ejPX19Tg5OYnvf//7sbOzEzs7O0uvguuOIF1UqjqBjv74uQZnv580MHHQjo1nri6OVfIoROVj+3OA1cPqMpCE7fHoqdehqXwujpI7duaIy7pydWZyoX2xB4SzZ46QZgBcjcgiIiba2TRDPn7SGWNmoApAbqjRUgAqWwGqYwE9Qaca8MfeU4d82XQHy9gytMwBgqEcHh7Go0ePBqb653/+5/FHf/RHA8gywEZcDG3xRhziIADAlQXx/C0vCGl9GKw4YI6ZQfjk5CQePXoU8/k8tra2Ynt7O7a2ti6xcnYaWDDkOWa0BdJsbGzEaDQaXsN+77334pVXXhlOhnN6V2PX9YSMyfBvzY87lMujGsFVIZv24pGJ2rmSApaV66gyc104v9Ho8vSPA6sKyLje2ndYZ9zfFJzcvcohaJ76DP91FKLla5osuBGBytlynFkZo9HoYpeFKkwz4kRubgj/1UNBAU/ieSL8SjbnmbFztxBXzRUzq2QW+CSsuGrUzCD53u3bt+N73/tevP7663Hnzp149OjRUt5gm7wtDawXwMagDDbBOxlwgA+Gp2g3BRN9+YS/kBIRw5t/x8fHw4luYNw89wk5cUART1kw28ehSAremIc+OTmJjz76KN5///144YUXhr3PrM+K7bm2yQgDM1NNt4rNtkLv+oTK5uqAZ5gGypyDsrqIy4DLda+cFefjdtG4AJDUr/lUfdrJyfdcfI2XbRJ4Unxy6SvnoSMhvo6gj5xq5hn7rcBGgVyFc565CmpM6nUzltLyck5u/s35OmDX8rJGRnCA4OoO0JxOp/HOO+/Ehx9+GHt7ewPoHR0dDedK4JXlra2tpZ0WmIfnYTAOgcdOjMXiYssbjIFBG3VFnsgPBsTTI0iLU+NwTgW/GQiHB5CA4+CvLSPf+Xw+OAnurGiTyWQS+/v78frrr8dLL7007G3mL5u0GCzrW+M4lqXpK4a9yigNekaonH5rSu9J0mcjT9ZFxviqfuxGEkpEshGl07cGxzJb7JMD75FXu8nKy+wEe+oRmGi0bEFHJRHyCSdE0oZySnMLfdmqLqdbJTjDqlhuNrTJWAKA6ejoKDY2NpYOxlFlanodDfR4cTVUNdCzs7PY3d2N119/fdhrPBqdz/Pu7+/HycnJEgAeHx8PryPjix8RF0yWQRVGovrQRSM2EGzx4nYFg8VvACtkxX1+iYFfxQeDRt789RGesoi4MHaeUsGC4e3bt+P73/9+LBaLeO655+LWrVvD1jxlxRmQOhZdgY8SjoptVyGLsyqzRuCFcNaV9kUwUmZmTi6uszI4DVqmkwv56Ig7wwPIqXEcBrHcmjfXRTcLuF0rjtSxzvBMsUXT4zf3N42fOR17/GbFJLRwzlgVtApbdWW05uJ4uoUbMcsvYvkV1dHo4uvIYG7suXkxzAU3vHJxXF0VjAFOH3zwQbz22mtxeHgYo9FoaecBphkAsNCRbgHjHRS89YwZ8mw2i6Ojo1hfXx9eTYa++cUMZTI8vYMpBP7S9NbW1vAWH9rebcZHO0AWHmKjXnjGhyVFxPAFkm9/+9uxWCzi5s2bg2wOPDNGq9fcVkirU3qu8+uiWxWUxfUy6mykxtcOgHm6jfXTw7h5YdzJAtn1RSSESuechwIZ/jtWWmGUc8AqS4VjPNXD9dSg6ytaZ34LFXnz9JFuEmB5J5zIrd5nQb1VVtFWnExRXPEsOM/DHjtTqJbFYIz/lVyaT4spMfhW4ezsLN544404ODhY2q7Gw/+IiJ2dnaWXKxgo+EhNPkQo4uLMi6Ojozg9PV0CwY2NjaXdFjCi09PTYTcDwBhlgbnPZrO4cuXKAO7r6+tDXrjGSyTYwYFXrJGvdnL81rnyxWIxTL9Mp9O4cuVKfOELX4gXXnihtLHWMDhj1JyPMmnuzBlT4vyqjuwC16eHPTvWq3XjuBH5dIU+c/mi3jrKyuRqHTdaOcdslOLSOxtQpst58T3dpVKRvGwEhr7TCo7ATjSCG5I9CTir0pzHc/muukKNwMbomALLWrFaBWSe48zi8+9VdMdO4OzsLPb29uLdd98dvsSBL2tgQYvrMp+fv80GFguABovGR0mZ2YLxKAjieE2caay7L9DxMA2C+zhPY7E4P6kNddZFOYw2MD2BMytwHKg7HAryAZBHo9GQHvJPp9P48MMP47vf/W785E/+5JLjqIJ2IL2ftS3HYTsCk1ZAyRhULyvOQGdVVq3TD/rczWO7a+eMMjDWMpnsIF9Oq4t7mo8GyMGjkwzEefTYCtk0jubp5Knkjbi8hZbLHEaTFcrrkM8Bji6iVIbYYsQqaBYygHRe3839ZiwK9/X4UR62Zx7aNQjf0/sAtul0GoeHhzGbzeKNN96IH/3oR3FwcDCUw2fi8gdJ8YzPH0bAuRPYlsYLd2DDOq+7WFwscOBgej42E1MZYL4A44iL0+O4Xbid1Vlil4cu2mEHCF5UQZ3B9JEf6jObzWJvby+++93vxl/+y385vvzlL3eP8Ng+Wk7TtTcvaFZg7WyhVzYXWmkdS9aF8Z70PWxb89JRDtsCL/BqWl6P4n5X4Q7yYIzKQpYeNlTVUfPW8rL2aGEU4vD98Xh8MYfMmesQLKuU80hZxZ8k6FwL/9d4zvMyCChQuHoB5JyTyoazDoiVNTHocH4AnI8++igePXoUf/zHfxy7u7tLdcXwHIEP6YGRg01HROzv78fVq1fjhRdeiPv37w9MFwCLIT92Q4A143Vn7NrAHDBsAUCKaYyIizMuwKrhPBTIWS98nKe2J7N51jUvLPIcX0TEwcFBnJ6exje/+c34whe+MOzc2NraciZlwZPLzp5r4Of85/qGdnq1FddXPglwa3/pJTBuodeFDMgQmMRELL8Gzm2NvCCngm22JsByZOWveo+dTMbWWTZub60vB4dNTGJRD9ybuEq6e9xJNE7GnDNWsAp7QV76X72+8+bZfQ2Z89BOp0wXz1reuVX2Rx99FH/8x38cb7zxxvDGWsSyISsQA/QwvYHFr+Pj47hx40b8wi/8Qvze7/1ePH78eJjeABiD5WL/MOZzMSd89erVAWS5DTBvix0emErA3DHrBLobj8fDm3q8UMiggd9gxpPJZFgY5Ne+EdAhoKeTk5P4kz/5k1hbW4tnn302fuEXfmF4U1DblPXuQNk953bORkluFARZ3dxxRm56SM0qZKd37hmB23zVqUMFW65LBuA89cBBp7AY+BTQuMyIy30ymybJylH5nH7cKNwxXg58L3MQwxwysxEF02zoor956KGMg4VodRC+VpacBVU0N3S14KJpVJYWoEZcNBJ3VmbHmjca+ezsLB4+fBh/9md/Fj/4wQ/i4cOHlw6aXywuXkNGXtjZgADwQrmPHz+O//pf/2s8ePBgSU4wVDBXPjcCbB2va29tbQ36x5QEzpbAQh++iQcdsD4w9cDOg3dtgLXziyOoI9IwGOtRoHiORcN79+7F7/7u78YXv/jF+Nmf/dl46qmnlhwp/rsO4cDXOWAd5Wif4TTcJzLC4zq/XrsRXU+owLRaE6nWSjIs4DgZQWk5Du7nDIIO+LJpFce0Of9slMBt1wJbHUWzTriOT7oWNpz2xsIwE0BAwfhfKThrGMcqqiHhk1ZKQ2VkrnztkK6j6X1lQlyGlok/HKX55ptvDtvcRqPRsOOBWVZEDNMTPCXCOxAQTk9P4+7duwOYRpyfdYF9zBFxad8y3oYDmAJ0J5PJwKBx+hv2GOO1ZWa68/n54iAWFxeLiy0/uAazhRPgbXrQH+8qgX739/eHl19QfwZ5vGr+P/7H/4h/8A/+weBIuE25jbOQsZcMDHUklT3P0vYwXmX0PeCdhYwRa5ysXlkadkKfNPDcfPaccagaJfP/LC93rSNz1ns23VMtiiKPDBuXGLIm0Io6au+8PYMUM2ZOx+WgjMyYdAiVzRe7eqisHHqmErQ+nK+yYQZkx8SUGU+n03j06FF8+9vfjr29vQG0+M0hPoGNdxjwYfs8JOTzhLEVDbLwJ5f45Qxm1tgKh3LAQPEMW9fAsrG9DfLyPLPaBfQD+VT/fCTn8fHx0qJjRAw7ShAX/3kuHXur/+iP/ih++qd/Ol599VW7iIT6uZGcOlz3rFpfUfvh8qpnyrxd+WpL2TRHLzA7vahMzonxaDAiB+Cqf7ppR65bJkOGJ8jDsdvekMmkeWcArvG4f2ob8m92fEsvhvCwke9VFdY0SOcMXK+dx+dGaDXmKgpnA+9N54zbTY0w2OCefjMORjydTuP999+Pd955J95///341re+NSxMcX6oJ3cCzjMihlei8SkndXYAXX4FGm/IYcivoLZYLAZmuVgsYmdnJw4PD4epE57LVuaLekMGXmyEfNARABfb2nCNPN0ZGlz2wCgmF1/SRjn379+P//7f/3t86lOfik996lNLe7FZP9n0Q8ZikDZj0AogFbBwOs2f7yswZ/2qJROn4ZABWAvUuXwlVGzzWk/Ws5OX5XaOjwP3E12P6Am9i5mrsGuVq3LMej0ayT5k9bwuVMySG58ZogJF5ulxTw04W2hAB8+G7iqXDg0r2TiOdghlyZAL1wAIfluH67i/vx/f+9734gc/+EHcv39/qNPJycnwIdKIi4W8zc3NgZGivNlstrQDg+dioS+wWga/8fhilwKMHtdgw9gzDMYeEcM2NVzzyzfahtjhcHx8POQ/mUyWDrznr4iwnvjgem0jnltmZ8ULhdiK99prr8Xv/M7vxN/6W38rbt26NZyT4ezPtVELkBwrzWyM0+jvHhaoaZ0sjlGrHD0Ew+WNPLLn+vKEq1clQ09g4Of0VZ/PGC1Ctu6UhV4il617VWCMcOlwIVyr4erkN+Kph3SF8L0sruvYnMaF0ejyFy9cUENwzBzx8F9HClpnznexWH5jiUFaFyum02m8++678fbbb8f9+/eX5kkjLgCJmffZ2Vns7OwMYIOXPgCy0B9PBeA3fxlE9QgmivjKOBaL8+kD/n6emzJiYMKcNRg5phpQL3acAH9myNzemC9HvIxtsG4BDsfHx/HNb34zPv/5z8dP/dRPxdWrV5deMmFA52sFVdfmbBsaV224YsecXtmsi1MBbpV/C+yzoP1Fh/Sab+Z8Ktk1fua0smnNDBtab+u6oPlnUy6qQ7eoh/uOvGXtsViYOWQNPIfMGeiQQhWujcnAlQ2/MiOvQnXehGO0LK82fubBFYwdwMNgMB3Ah+Kw43r8+HF84xvfiN3d3Yi4WFDj09fU+Gaz2XB4jxvKMcvkuWYcGj8aXUxfjEajuHLlysCumV2iLEwXYKcF6hURA0tnuQFyWBTE69E8xcAgjgVE/eiqzmvzwibi8VuLvB1OzyiJiLh792784R/+Yezu7sZLL70Un/70p+PmzZtL0yoKrhnwst3oc7Yj1zkzR6L2WNm/s+UWyHHaVeI5WSN8H3N9nu8jDeu6cgrcx3gqbBVWvercsYbWlCg7KJVbWbHKzs+5LVHXpW1vrrE5IQdXuMZl5WasVPPUTtBaxGsNO7TcjO04A28Zg1sown39DcB588034+7du8PUBN6KA4NkJsh7N7U93MgAbBqgyp2BT17D7onHjx8PeWI6gNsG17x1DawVAXlhmoLtAqAMJ4W8NzY24oUXXojRaBQPHz5cOqXt5ORkSI85cnQOHFTP4ejoaGkOHgccwYm88847sb29HdeuXYvnnntuaQQB3VQsqmKwzn5c+t772Vws65WdspIaB4watB9UcXueV+WwI+cRdpZWgY77X0aGEF9Hb58kVHlktsL1cemzhT4e/S0Bsg4ZkCj7/pSCdyWkYxpZZf4igus0HDJHw0y3kg/xXCdVo2Aj2t3djT/8wz+Mw8PDpfOBMYzHohqDqjqJ0Wi09M0zhNPT0+GVa4An5MDbcZizxQsh0+l0YLYMeqgXRkb8ujafYZy9uo16YQqBz0BG2nv37i0dHATQBmuH3BExvDCCemJHye7ubkyn02GbHYM39HV4eBgfffRRPH78OA4PD4evYsMBVkCWDTHdPe0/CnqOJDi7ymRBh0bb6gl4nL6Su6evrcJKe/o+2t6RIRdf82+xeyWG2ZrTX0RgcqjlV9Mb/ExJJge77c1lmCnQpXFB4ysL5Qbj/1yRHuWqsTP4qsH21CUzBsir88auswNk/9f/+l/x53/+5wNwcL3AEvnVY2UYEecLZtgGp2ff4o/ZOXZg4DVppAVIY3qBmS3nC+/N+fNUBMrGx0ghM0CV3wTUXRq8+wF64wBw5Xh6NjSfm4sT5+DcptNpbG5uxvHxcbz33nvx4osvxs2bNy8xbR3BuaB2UNkZs/AWcanua9nQEWyEp3iqvFx5GQFz1xkmcPxKh84Z6XV2X/srOzdmxv+/CtU8uk5F8OmJVeD6TZxhOgBmRajHd4zZsYDMyNTYHWi6ivUOUSoDcXGZIVRDq+wZgzBY6N27d+P3f//34+joKPb395f20oK1MqPVPPAcYKNz+8w+wXgXi4u53ogYphxms1ns7OzEYrEYPh6KOVjeD4z7yN8ZH/IFC14sFsMWN/wBALF7A9MtDMLQG48SAODj8Xg4mJ638EFX/Mo1z8GjvsfHx/HRRx/FvXv34tOf/vSwP7vFYBHcsLmaTuI2gX7w342ouBwXdHcB6oldNHBabv1BWbc6Dseq1fb5s18aKmB3IO/IkCszk1/10vqdBSeflpsFBt6szbSNHYt38k502MMZgjVVHzrV+M4AHIvQ/Kqhis4/tSbdXX49gZlN9tzVxxkTFvBwett3v/vduHPnzqVdFdxQWDBjBqT65xdIWC+8jYz1hzftuONOJpPBUUQsHzEKxlwBhdoFwF+nHJjhYojNjoPfCMS2NExxQLbDw8M4ODiIk5OTAXQ3NzeH8zHglDB9ovuj5/PzN/w2Nzfj3r17S9Ma2imczWQ2HHF5n2lGLFzalqNvsV04XtgJpod4AVUdjZaRya3P5/N5HBwcLJ0PovlV4NQbYFeKCU6vLMcq0xIZuGf3NLipBsfQ0SdRptv+Bln42YQrwxHdlo0MNDNQdcMZvq958TPOU+exq0W+LDj2nzFhXlRQ+V1aZ0AR50OWd955J771rW/Fe++9NwAjQJPnczF3q4ew6CeMeM5ZQZkZ2Xx+flYF5opxwhuG7EtemXZoQN/QOQM5H2zE9eQAMGaWCKcPB8FTEzy/HBHDFENExMOHD4fpDkxFjEajgT1jO55OpzDJgI3g46i7u7tx/fr1pTRZXRxr1nZnG0E93DSWyzsDMMfY3Yg1Iob68gjFTf8hZKNSZcocMFLJWG+lr6z+HDKc0Oe9+bVCRqqq/BVrGIOYOOJeS06Oz2Wkc8hZZgrCWRwuOKvsk3qpHobsgjNQBdceWbQTcnxmi48ePYq33nor3n333eHL0XgdGXOhzCKvXLkygFZEDEN8DOHBHvCyB8CYvxyNIf/e3t4AbDxtgJc1EFc7Gv5Dt/jax2KxGN68Y0bNbYDXs7NVcj78HvExR31wcLB0sD0WNHd2dgb98Ily7Jj0RRbkoVNAjx49io8++ihu3LixNPxehUmyntT+0MnYwVSgnJWVgXU2zNb1DPc8s32VI2PKOhrQMrI8q/iVU1Inwnm3Rg9VcPjWwrOImoVn9eLRfRWfw9Iui2pYkMVT8FVv3tPoWl6l8Cfd2vIk3ltlygxQgWmxOJ9HfeONN+KHP/xhzGazpcUmzAvzFjIcPg+mDCDkDg5ABnCrDDgaE/GxzxcgHuFPJsN9ZsMRy1/nhS4wjYJ68vkS+/v7gzz65Wg2St4TzVMU/IYjdk4gzOfzpXOUIy7YN/TFzgp/0CvmofGbWXtP2ysYu9EVH3rE/cAxUsivtuR+s0yZrOwEMKfPi30cz4F6rw6ydC1i40aWWq9K5xzPMVyV65Oy6B6c0ZGItqemz7BvacqCK6aVcErBfecx8YzzUyU6dqoNVSnzL2obi3amzNj4Ws9u0OfwiGdnZ7G/vx/f//734+DgICIupgX4zTUczoM0+ArH9vb20jkOLB++kr29vT0AAM4nRnzIiKMpUc+zs7M4ODiI/f39JSYJXQBEdditW3YAgpi/jIhLuyww5wtw4r3ByIOnPvBq9Xg8Ho4FBePFnDGXz+nYrrAlTg9jAsN//Pjxkj41ZHagAAsdOWDI7D5jZdm0oZbbCuxcsaDJw2cduThZNS/tk1lc1490lMDPuVzFEi6bFzSVHFUOLdNNL1A7nGGHp3PCGdBW5bn8Lk1ZOG+VCZwxWtcQHJzB4jfLwYa/aqgYvpalcvA9zosBjPNHx+Rhyvvvvx/vv//+ALjYfhZxcS5ERAy7AHhnALZ08elsDJgA8NFoNLBi/p6cLhSCJe7v7w9yzGazuHbt2qWtZpABC0WaJ7NtDszAedohIpamRdCR4DgA7IjLu01QT+zM2N7eHl5E0TZFXLYXlgVy7+/vl6Met2jjbBRtrmDhAD1jyC2QUJBywKfPWWc8T872q6zdycV10zKdvK4/ZaFKryMPhxOt/F2odJ2NBDi4HTMVKW0tjCNwvPl8fvHFkEqhFTjzM2eM2epia7j0SYccvelbjAi/s+GHpgcTfeutt2J3dzdOT0+HnQu80yBiGbB4Xvbs7CwODw+HHQi8FS3iYiEMrJi/kcdzzpBvf39/eGmE2ene3l5cuXJl6ft2LJfz8GC9KGM0GsXh4eHQ8fkMYpWb30jCNiroFax2b29vaQERjguHKTm2yW0HA+cdJdxWaAcGOLVfbduMDaK8TJaMVbbiaBmZLJmsGG3ASSMPXvhD+6KNndPo7fd6LwMprbOOHjId8LUSRrZbZdE6IsnkUgfkgo4ScU936ugCO49a3FY3Zfnpecg8JHAds/I0XHnXgXo8rAqOoJ5q1dAyuqwRs87FW4yOj4/j/v378fjx43jrrbeWhv083xQRw7SFekhMWwA8wH4xf4rtYXz2BTw1D+8AZkdHR8O5FHySGvLhKQDuGMwAuQNrZ0L+8/l8WNDjnQ7QAS/2gREfHh4OO01ms1ns7+8P0xhgwuyoEI6OjoZyImLQIwKzGNQLuj06Ohq2H968eXP4hiDqxQtgag+ZPbFdODtyI8bMmXMalSOTRdvIsUHoAPd1h4kCu7I/R7qUyWagl+mFZXcjCtYJ22OEX5toOS7nQKo0rdG5A+MMpPVZtjFh+GLIqqEa0lQestfQ/6KD8+jOGHC/mpDPjHCxWMSPf/zj+MY3vhEffPBBHB4eDtMDvKOB2RvY4vHxcezu7g6LMcx6sYUtIoZ5YWxd40U17sTj8XgAdnxqCQaBN9hGo9HSfmQElMtf8EDgvcYonz8hxfri13t1vzvmeqfTaYzH42FaAo7H7ZbAb54S4VEE6gj5eJEQC4kHBwfx3nvvxdWrV+22N7WFaqjLcSqwVHvK7C4rv6ds7ovKIlkOR0AysMquASQ8l++IVxWq/uh2qnA/c2D8JIHPanEhA2O3c4KBtkqvaZVgXjrLAgFG5ACXG5BpujZ4xjwzI+9p0GwbyZMAfOaIdLFGvTczDY4zn8/j/v378cYbb8S9e/cG/fGbeDjXGB4SC2Onp6fDvlrkC+aGoTzml/Fse3t7MEykBbgfHx8P5yjzbg28pRcRw7QI7oEtYzcIM0/eooaAHQuYqoi4WIREB+VhMZ4zc4VDwCInA7EbQaiR89t7SDufz5e+9wfGDse2sbExvGbtgDgb/WXPIJsbHWbziAqeFQN2IbNd5MNvOUI+RzL4ufZX7gfMVBkb+GMB6AMKpK5eDhsQnx09nwHuFiidXlp65PwwutMRSRVc2Yp92vYqPzYI8NTFfD6/fEA9Ajxgi9GqMivghZBZxTUvlY2dgAtZOnetcXumVVx5+I/h+1tvvTVs/0I+ADnolOeJ+cUHgCrLgy1yYI/8VRJ8YRrzrdjbzPIx+PECH38dZDQaxcnJyQBS0PGw8kt7gAHCAD3eG8yvg6Ns5MO7TNCh8Ie5dpzUxs8U0HhXBd7O4wVBbCXEVsOI5X26R0dH8fDhw0G+zH57Rn0usN0oMKndqLNv5ZfFdc7C7UBw6zkuvrJs/uMPBzCYcH5K0thZqdyOwfPIistu1Vnj9zg5nUrs6fc6PaFOKEuD4I4MvsSQeejSAmE808K1gaohWaWAbGjl8nEgvkrebqjlWLHKjcAnq+3v78ePf/zjpYPSoRcwN/7SB+5XcvLCH8AdrHqxWMTjx4/j+vXrw3Y47ngog195haxgpbz17ODgIObzeWxtbcWVK1cGQ8Mrujhf+ejoaJgqwH8G5ojlN/Qghy4cTqfTYVqH9wxjsXBtbW1g+TrPXY2+kAadG3FQPj4om9kPz5/2sibuO62pCLU9rVdmb45NO6DKwEp/ZwSK4ylB4Pl5BUoGGI7vsCUrMyKWRmLoAxhBqg3BzlS/DM5aR9Ujj+Y0ZCMnXafgkBFGHhVnzy99MUQNIFNiNWTi3xy3ZxuIy4dlqeI65uHAXdPqcK0KzAzm83ns7u7G+++/P4Dxo0eP4uTkJE5PT4e9uMibz1ngt/EgA9/HnmGdI8Y+ZhgjjqEE+GxtbV1ip5B7NpvF4eHh0rGZfFoYx8e2NywGolwclI99wWD7vCOCgRB1grzo5LxN7sqVK0s7M1hnMF49t0I7JR+ChHJYHrZBnqpgNsftW/UJth0N+lECDRUjz8hKZr9Z/jo3rgQkAygOPIx38vNIBXHg4LUM6LMaHTvHgn7BAOemLbjN1Jlx/RUTMtLF9VRZ3ZQp7kO+T7LxYJINY1ShLh43cjY845A1bhVXjScbXrhO41izC9kukp5hUsT5lyn+5E/+JG7fvh0PHjwYdgsom8B0BaYA2OAZbE5OTuLw8NAyaxgfDx9PT09ja2srtra2hgPvMf/M9eCvOUM3vLCIOVaUc//+/Xj55ZcHz350dDS8Hs2H2EA3WJDkcycgL+Lzohtel0bd8WYe5oIB3Fig45dosGWO5zIjYmmBj0Ga9yhfuXJlGHFwnKyzObtogYoDPk2rC33ungOPbFTHaz5sV3pMq7JE6BXxwDjZVmCLvCVSWT3LrMDZYvz8n/NxeSKtm6vuJXLaN6qRAgcu07FqnsbQ0ALo+Zz2IbciMmhxRdxclfO6aowVaGs5LWUpUGtQFqLMJPOOnL/+Id7m5mYcHh7GD3/4w7hz587AijnoXOXZ2dkwxMd0AoweLHQ+P99GBmDFwh/mnLe3t4epBGwbw6IYL3IBmHgaBQAGoOJ90pubm8NC34svvhhXrlyJ/f392N/fX3rrr1ppRhn4Y+bEW9ywcwTzvtPpdFjIwRt6zODhPHAUJwMGhrVHR0fDtAsvaoEZw/Hg47JXr14dHExPyICWg+snFSjovYz5Ohtlm0R+aD8ezmf9Ff0atsA7GNipAvCRH+KoLlSPru9mrFUD5ObX3CtnCILimLgbfbiRiJO1Ck4eJSo9+SBMsoZir6TeSkGN01SV1OvMSF2eDiRdmgzQtZ6Zw9BnavB8HwD6wQcfDK9I804FZmkwGOSFrWeQB1/8wKIZGLTuGIiIpQ+J4jQ37JTgTyWBzWCulpl5xPJ0g7L1+Xw+OIDHjx8vgRsCWJNOv/CCIeQG8EfE4HCuXLmytODJc9/QE+anEYcPVoKuImLpVW3Ixh0Djg1v6+3u7satW7eG8h3DqhgcP28RAtcH3FSJS+MYs8sr4sK2wf7hDDm/jEApq9XgGGsVR2XU/qPstiJw7Bxc3iiX57WhF25Xp+ueduvBqSxU+bsyJqiEojobRDaMc2yzEjzzbvpMGzBLo6u37EVbwTH5io07RgK2dufOneHsBN2qBZn4deP5fD6cugY5Hj9+PLABHYbzPubT09N4+PDhkoyLxflpbnt7e0s7FSIuQJvPuICj4PuQlb9EcnJysjS/rKDMbIr1zq+FR1zMI8/n8+FQpZ2dnQEkmUGzruEkMG8N8ERea2trw6vn6JC8dZBfFda59Bs3bsT169eXWL9z4GovLJtboGH74R0JSAMZdnd3Y2dnZ+kTWLyY6ezOlcEOhQPPs1essqev8BC86h86euS4Dif4fwaS2UKbwwbWm3Nwrq9XzhQ2VoUWy+f7inH8bHCmKjCDmmbg2KozlFYaLU+V5CqneWUGxkpyjNfFzZTn/rMnjojY29sbAJmdGDqjYwV8+DyYMcCEh4QRMSzATSaT2N/fj8ePHw9HYDITQtkA2c3NzSUwU6YUcbE/l9uCt5JhGgDP8D09x4rZecChoJ44bvTw8DD29vYGIIUMPNUCPWVsDGch4zfeZOTzMgDKDEqQeW1tLXZ3d5e+qO3YmtolAxIAitvbDat5ukTD9vZ2HB4eDvPZnB/XvYddaVCbyByM1pnz7CFSDnBb8mqcqj9rPTPZXFBWnMVh28dvXmDuYcn6LFvUU31xGBb1dZiiniwDrFUazHnH1jXn7e67SmkaxGmV4dLzyIG9tRrTw4cPh+1g/MVk3dC+WFx8TgksjResdKEPIAqgOzo6it3d3RiPxwPYIn8FVrwUgikCnjpAPAbViMsvBvDUAMDGTYcgHerNzBG/Ma2yt7e3tNkfoIwzOVAXbit+3Rv5gbnDWcCRgS3ibUZ9sQUslI//RDs60NTnmY3rtB6CLkJx2NjYGOTnXQiuX7nRq2Og/FzzcDJk/SSTuUXIuLyKlbPsDsiz35Vsmr/mnTmLFqutAJ0DjyLc4l3l6JD20qIegx9P9leKdSFjupXnztg4Xyvz5aD1yFi5S+fYNDNUncfDXtyzs7P4+OOPl6YUeCcBT6kAWDDsB/DoCwwACiz6zefn+5txwD2nhXz8FWqAIYAfYM9em+XTfaaqA2x5AwvW9sM1yuTDhdipYc6YX35hsMQODW4jnl/mgJHF4eHhML/Ob/nBQfEGfDgA6FWnlByQsN1ltsTPK3DSvBaLRVy9enXJEaoN6+KUAhXaV5+p7FWdtD+5PuRIDcfXftoiPKo/16cVuNGGugbkMIjn51vyaD6V88oYd2tnjsrp6oYw0UQ6Z8zXzrs5oXsEc0ZQXbfy5kbNynANo+zDlcXsE3ncvn07vve978X3vve9pY+WgqEy6wNzxNYrnYdFvrzLALKBRW9vby/Vc2NjY+krznipAjsqcGaynnHMc9k6pAZz5C1iw1BK5o/hPJAO9cMUghrp9evXB2Y/Go2WPtAZsfxdv9Ho4owN3sbGUyhwJjipjh0VdMZ1w3GUJycnSwczQadKPBRIW0HBl/PAb8TjZ9VCmmOKmo+ObFQWx6Qdw2UHgKD9PpMTcnBwugS+6H2V2emgcpyI5xyIylTlr06wp96u7tmUhdMN4g/9jPdhojK6WKaZZJ4CFeRKOFBUpWVG79g0lOYMsepEWUdxDc73NS3i3rx5M95///34/ve/v/RZJGy74n3A2GHAH+/EoTqYqsBuCgZZfBMv4vIZETqdgTfeIi4AEnOUEbEExuoUYAw85OfpB8RxCzvID2wa7BUsH3uyDw8PY2dnJ65fv37p1WqeluD6YeER2/Ew5TMajQZ5mW2jXGbsETGkx2iH58WVATtW6YICY8agMnbq7DHrb9l15QC4fE3PZ6do/lWfd2W4/J0OsrgujbJ/1R87MgRmxRnG8H8t2zkG18bZjIHKskpg0jvhmwjqKTmgI+nriqgYx+P/7plLp0bm4qk3z4BbPWqrbM3LyYRnp6encefOnSVdgPHx4hzvE+aXMBhgefsYQBB7f938LfYnY96aX9gAe464AOGNjY2B9WoHRoAMACtmCpiK4MBfC+GXMrCAt1gshjcNUT7O7+CpDzBrnp7gzj8ej4d6YpvgeDyO/f39JUbOgI684PAA4mDumIfP2JAjCmpHej8LCvbOBtXZZwxPQwsYXR6453Zy8LX2QWa4PQ4kk9/pUPssysnYsJbFIzn0J62jyqAyVjrvddKfJAwjRV146PGULSVxhStPo+k4Dp5l4Kwhy8fVR6+1s7ny9fnJyUk8fPhwaa8vdgDwyx5gxtvb20uMkAEQ7BFgdnx8HAcHBwPrhKwYumMYf3JyMuyqQNyIc4eK4yxx4BBOeFMmpy9XAGQB5vymoO7UQDuC7SNfOCN8TXtjYyOuXr269LYdL6zxVAPS8vY2gD9eJOGPt+KMY16knM/ng45Go9Fw9jPqduPGjWH+1pEPBYoWYVDgaIGTEgplXtpvNG0GCtrXsmvovGKNXNdKJwBPpzvntBzGsP64PMdcHfmKWAZffn2d5VK9adv3OFkt+y8aoId9yBycojJDw31VMjMgVaIy16qBNFQso1JSb2fR+67BwLY434jlYx6VBcJzM9hgTy7Ai3cl8LYtzJ9yXvxtPo4LgOSzNPiMZZ435jMxeKvPaLS8b5rf6gP4o115twWmDNbW1uLRo0dL4ApHggOJAP6YromIpZ0pyJMZ83w+X/o6CWRZLBYD49XpF7QX2uXo6Cju378f//t//+/41Kc+Fa+88srw0VhnNy3GmQVnh5qXY9sct5fBuTwyu9U0PQzfgaLWo0d/ep05hJ40LSCEXIjP87puIbTVHlq2YtQnAWaeGrx0/GZLwYinIKwG4+ahs3wcmPZ6Kb7WenAcl0fmjV19EJhZRsQwzxmxvAiCqQqcC8HDe/7OHjMjvMKMeDy3ura2NuydBfPlPbzMmJHv1atXBxn1/FWUpXPTukWP55LhVCJiaX4WcVEuPhcFx8EsCvLDScCxgEnDbvjwegA/9lQzILNDgp54VBFx8Wo25k1ff/31uHbtWvzDf/gPhzn2zEYUkHhEqQxs1aAsWcvmfBU8tMyKiGjolduNArLn3GdYT5rOgbsDOIRKRxn+6F5+zc/V02GVtr3Dqyq0HI0LwxdD0OF6GjBjylo5NSbNhyupCsiUrYrJFODSZIrJlJvdG40uhnzYUTEej5c+XgrAZVDlgAOAIi48JOZJed8wymIWi10UDNIAYjBhzhdgtru7OwzV+UUMN+REegAZPvvEhyaNRqMlEMQLHzjbGDJz/bhezKgxtYP68CgiIi4xdjBuPVoU6dh5QIfcpqPRKJ555plLHVdtscV0OW5mKxnDYztuAaojLC3S0QO8cJaun/WCtYJcRpRWjcPP1SmyrLo9MFvfciOFrP2za72nbe/y03tuF8awqIfKoeM4oTmwQjieGk6WltNkimAjqRxET1mtYUbVGbKAYQ9W7jc3N5eG/4gDcOC33yJiAHBexMOBObPZLG7evLm0HQyy8hnCEeeLe3jLD3H5aMmzs7NhjhXAqa9R83wbWCbrGUwfBs1TAfjPZzbP5+cH9qDeiAMwh3PiBUboArKxfJiCiYjhlXDey41pDsw/o82djeKL21evXl068pPthO2CgwPVLC3uOZDj/BWwKxvUZzxq4bZA3hlDdYHbwsnU2z8qB8H59mwHYyfrCKDGq0id03smW6+Taz3n0aiLm+lgwobbKgiC8xypxqmAPGMLVdyMeeiEvPNCCupcvnMgLg82VM4D4MR6wLGZYKk8twug4cN8eD444uKtNDBdBgw+zWw0Op/D5kVCffnj+Ph4OMJzsbj4MgiXBR1hwQv1hDNhp4J2R9vzrgu8cffo0aOBHWOfNGRFm/E2Osz1QvcbGxtxdHQU6+vrwyIowBZ1wzw0dK92hfj8Wjl0h73Ik8kkdnZ2VnLCqwA0P8/Au2LDrR1EDoRcXqv0ReTjGJ+rR4upuz6nciEOL646vVVELqtnpd8sVM+d3qtQbX2rnk1U4Rk4qdflkDWEu+a8V+kQWTnumXte3V81LeuCF9EwL4sFuKtXrw5sEAHzpXjR4/Hjx8NiG5gm77qIuHhbj7+awPOk+HIygBhxAXgYAUEWAD7yBqBGLAO1Oms+ZB7gjLZEeXw2A+8CAUiPxxdfIIm4eBMSMsJpHR8fx2KxGL4wzVMTSMf7unlKI+JipZ3Pll5bW4vt7e0lh1IRBWW7uOdYVosxuX6QdfCMaDhwzIA/Y+ZaRgaC/EwJkubD/UHzdPXR4LapZY6rpbMWw63SZqEFxr04xv0qIi79XltbuwBkzrxVqA6H+D/irupRNLSYRY/iOV6ldJXTeX19hjljZnA4YB2r+QcHB7G5uRnb29tLrztvb2/H1tbWcOoZn3EMIDo5ORkA+fDwMHZ3d4d8wA7BjMEY4QywoAdQglyYVuH90jgGVIeGfA4E11m3l2FKA8xWd0BExHAiG5wRPwMQ806L8Xg8zFuDOUfEUvmj0cg6OzhDOA0GfoDw+vp6XL9+fahD7zAUuuD7FRA6UNT89HeVH8fP7D/ri/zMjQJb9XP9D38VaLbYc8R5e2Sn5jmdcF3clIbGc3lmdcqc8CcJbiGRWTL3s0vf1OOAztIbntR7VMMkp8QMOJm96PArYwFapvvN+eLZ+vp6PP3003H9+vWlD2tiwQ1n9eJ1ZjBPgAu2fmFeFAteDK74Ozk5iRs3biydn4y8mF3jA6f4gjSmM7DYBtkWi4tjPjG3C/3wdAXi8bGQAEs4ImxF0ykW7P7Ab4Al5nH1i8JcNgJeGd/Z2YnF4mK3CZ6xDHjpBNeLxfk0Dba0AcyxJ/rGjRtLdsH1z1hhr/Pn3wANtqUKZDStAiyC2mQmW4uItJh+xYr1xSBOnzmirB/qVjSN54CX8UnnaytA5dGf1k0xRPPsJYIIyoo1QO5hUY8rreCGBPoKo6tIFjIGzeVlaRCUiXM897sVHOBX5bMxwBBns1k899xzAzACcACKYKUAy8PDw2HK4fj4OK5cuTIw483NzdjZ2Yn5fD58moiH4JgGQOCdFBHLZzcAoDn+/v7+8GHS0ehiDzXegMMUAh+kxC9rAGwB3gDWra2t2N/fX1rAA3sHyMN2eL4dc7qj0cUOEjBw5M15AmQBtHj1F6+p481AnC+8WFzssDg+Ph5GFuvr68M5yJ/+9KcvLYQ5+4Bcai8V48uAuSqLba+y/4zxVXEqluzS8u9smpKfKWD17Lpwc8auzvpb88x06BxVb57Qj8ZdlSmzHnR6Ios3vBiSGYnODakiWQFcKRZE8+R8Wx5c82yx8FWdBGSoGhxx0NEPDg7irbfeir29vaWOj5cWeKEPYDIejwdWuLGxEY8fPx5eLdYdF3xy2c7OzvD2HsvJ28LwPOLi004RFy9S6KFFHCAfwA+GB4BHmcyCUOcHDx4MLJbP4MB8Ne9ZBvuHfvSsCfyGk3jw4MHSIqfKMjCK/we0fOgQT20A/PG9wbW1tXjuuefiqaeeStmUs6eW3Wn/4X7jADHrLxWIuHtqyyo/dKIyVQ7Iya2yMrjw1JHrRxlAanDlOYfoRg0ZVqiutd9XoZd0cqhmFBxT5oXyxWJxwZDZuzkh1CNmHkSNL8sD+fDvSgE9HorlcMrGcx3+VIxFhymYK97c3Iy9vb0BEHkFH6xusbjYjoXysLiFoyPxDbuIGJgev768t7cX165dW9rWhWkMMEl+GYQ/hoqdGPzyCM8N6zY8DnwWh9PN4eHhUAZeawYwM7DD4KA/HBqEUcDZ2dkwrXB8fBynp6ext7e3BKTMuLWTYi4eeuc90TjfQzvC+vp6vPvuuwMwg1lnHd/ZVsZWIy7vknDDaQ2OKSrIOJbdAhWVDWlcXZ2MlUPS+EqyMuaq8mf9vlVHnf92Mum9LJ6TtUpbBbe/mJ/xPdXZBIswHJyAnIiVykpxxsShFwQ1Pry8DrVcfPWGroyWl3YBMkRcsLL9/f0BcEaj0fAlC7A43mEQcXFE5snJyRJQ86IWOz2A0sOHD4ddGXzeQ0QMi18898yOhxcA+Vt8vNAGYMZLKczWdZEMjBWMH/KjLsxQT09PlwwQTJ7PUcACKOzo4OBg2NuN9sY+b0xzoMzNzc24cuXKUA92PHzAEG8PnM/n8ejRo3j//ffjqaeesrbvbCyz0YzBcnr93wumFanIQLbKu0VYEKBfBLdNS0drLTmzEWkF3i023NKfa7+K9GUA30rHodrSxnEyJr20qKcFV17DKdIZYuYBMy/mGKr7XeXFjsE5Effbyc/pNP76+vrS0ZhYnANo6WeWImKYM0bQL1fo4e7IG8N7vMXGMgGg8ZVlZip4hvsHBwdLe5NRV8xbg1nzeRyLxSL29vbi/v378cwzzwyLlJii4HlnlIkdHHBMDBY4nQ5b9TDCWFtbG3al8NQKGPqVK1cGZg0ZMSXBC4Q8XaGvUOMao5Onnnpq2AbnRoYtMFFb4WuNrzbZGvE5YqGExNl4lo/KWgFdTzqVn0dDGWnSvscOnMuD7TnmriEjYZXzcSxd9dpjCz3BAbQjYAiTntVJNShVBq/8awVco2RDlhY4O6Vxeh2CZEwgkw3xnZGobDz0j7hYBMOUARgklK97fxksFovFJTDFAiAM/PT0NPb395dezwaAMjiqHrDjA5+Zws4MAClvY4OsmEKBEwDYY0qF3+gDMLKeFouLlzMAyMgX7YLXxAGqu7u7MRqNBraPw+wxVcEjDegdoA+9oUxsreN5ZsiN6abr168PC6AVY6xISQUYvFujChnw8XUFRpyPgp0jIw50WyMBXlCNuHilnteTeoDdkSGdBkU7ZbpyunCErFqj0jZcBWA1LoMrrjW0QJnzXppD1s6MzJw3RBw1AJcH0mSeR585R6DezgG9U1o1DMnyUANz6a9duxY3b96M27dvL80RAiCRNwAHe3A5b2whY4DGPDDYZcTFgfOIiz20vF0NOz/47AwAHfLXzxxxubylDPt/AcTb29vDN/0AinxYEQM7ysa2PnzfDvXlbXVwOkdHR4OTQD3AwnW3SkQMcTFCYN0BiHHNLIx1z/PGzmadLWdgwGRFWWxFLFx6Ttdidw6wHYPnvCrHo/2On+E/nCucJO47lputR/HHbxEY3B3WqFwOY7KgbZOldf2/BdYObJn9VjsqOKDMCQsKhUA5zBQroNVMNU+Nmxmp5q8Gx0ZTyeRkcawBQQHfeX3tCFevXo1Pf/rT8frrr8d0Ol1ixRGxBHB8VjKecb7MbnU6AQwT7YFtYbzP9+TkJE5PT4dhO+LidDQ+c4OnA/hTUzzfjJXzw8PDuH79eqyvr8fjx48H4FOnw4uNPIe8WFyc9sY7IyJiYMCPHj0aQB954P/Jycmwp1oXGfmVdNSZWTGcE+TFXurJZBLXr1+P5557bpgDh82rjTkS4UCQA4NeDztzIFSBTMtOK7BXZ+Nkz8qMiCXb0b7Iu2p4AVbLAUjhDGsFbUfYuLxeUO7BF843I2CZrlyd+Nr9ruaXUc5wQH21aNZiCVoJjutANTMgzafl/TLmkXk+xy7YsDVN1TnX1tbic5/73AAW4/HFQe36xRC8Us3MmK95vgyNpgxwsVgMi1p7e3vDNi4cRD8ajZa+4gFWztMZ7CAga0QsMVyuK0AZ8ZCe9whz4KEmGDif+YwRAhg4DkmCvJgnVrkA6Aqe7DwAyMxOoD+ePtna2oqXXnopbt26tQTImS05sKzIg8uD0+E3tz+XU4FTZY/6O6sL23WrDhkz1nrxH/cHR9AizttNz6DWPpg5whaLdnrAtY5kW/czp8X3FYyzrW26NsTXTAbsecgtYVgpmUervJfLV8tcxftlzyCrm7Zw7MQx6izf8Xgcr7zySty4cWPY/sbnBwPc8Ho0vi+H5wAmlY1fpEDgL3lEXEyDYA6U33JiRgjWy9MJvBAJhsK7EVAWb73b398fWDlYMH9BBHk7XfIOCx5B7O7uxmJxMS2CHSi8nxlOYTQaXVrwhAx8Wh1P9XBdoZ/xeBzXrl2Lr371q8NohfWGfCpGVNkl201FFvgPIMdMUWVorf5z/iqHI0IublYHfubkgN1wG2WEi8tntq1luSmmVn4uaL4VoVTdZ0RNrx0zzqYxdMqO588h40S9Ayd2i3R6XXnX7F4GgJnH1zxUDjUcJyfSVpP9Ll9XNnT2/PPPx6c//en48Y9/vAQk2FLGW7cw/4nOB7CMWH5tFCDNbIJfoED5vEeZAYyH/Ds7O0v7ePF6NjNOBlOwNmbpCMyekR5yYGscXnrhKQaEtbW14UvY+/v7Q3zoiBk62onl43wwGolYnpfmw5PgMMCCsSf5pZdeipdeeqkEXseSWmy1YlXKFCE32yPswrFgl09PyPoQg06WhtsA9x3bRVxMmWHarCIz/JvBC9ctp8jx2bllTFmnoxiHKn2vGhg33dyx3nNxJmwQmVE548yovYKsC6wQ3ibD6bnszIM7GTWNS1uBtzMeZT24v7OzEz/3cz8X3/3ud4d64FAhHLjDp5zxIlPExVwyz3cqE8a+XWwR4zqtra3F/v5+PPXUU0udezqdLh1oBHnBRnEfQA22iT3NAAfEQd31ABjeXQNg5jTMZNHefPIa2gLTCdAFdyTepYKPuDJ7hy5xQhx2huDeycnJcPbx+vp6vPrqq8P2QW7nlj259kdbKHipjjIg4DxQH5XFsTwOmUz8G3lm9p2BdqscyHx6ehqPHj2Kp556asmpVnjCQAo9MUAxMelltpU+Kp22dFEFnSN2UxYOjNP8EFEVxF6Sn2sF8MwFNQRnyBkLzgCVZePnPR65upc9a+X1l/7SX4pPf/rTwyIazlcA2O3u7sajR4+W5mIjlr0jM2UYojLj9fX1JUDlU9MeP348pOOtXnweBeZjkQ7TBFjYwyH2EbEE0nyoPMuLe2DU+I8PtDKD5e1+2HPMH4MdjUZLOx5gd8y+8Zu3k6ED4DQ81Bv2g5dlIPuLL74YX/7yly3Dw++KPWahAkC2GwfyGq/1V+0KqUar2n8rYtKqK//xaAr2EHHxSnXmSBDYeXNQx6R1cNdc98xxOV20sMOlQegBWp43dmDNYdhlwQJp5RygVowhA8HK07lnjj0zG3EsQ+VSdqtxnKOofmtezz77bPziL/5ivPvuu5e2kUHes7OzODg4iNPT07h69eqlevJCFu8UiLg4lAe/mYHw3mYw6fl8vvQZKAAnysRCGhbaWNfc9tA92DsfLKRnFzBTRcBCGs8z37t379JWJ0wl8FuE0AmzJ3bg+M2sfmNjYzigCS/EMGudzWbxkz/5k4POwKJbzKt1D/IpSDpgyOzfTQ32AkZGaFxerh9krJnv8RQUnvOIaH19PW7durWUJ9tHVgd29HjOC7AZkXP5sX04h6tTIwq2PXp0ocV+s21uSKeLfEuLetxAABel4KxsvudYRqvCnFbndrMOkXlAF9QrOsMHoGRAjvT6G//n83n80i/9Unz9618fhuNsXAyis9ks9vf3h+kEsEX3VpIaJBqQAZnlx9Bxa2trieny6Wm4v1icL3hhkY6nBtTQoTMAH29vglyQkR3HaDRamm55/PjxEkPgt+7whRDex6yLdZgDB6PnU+jwsot2ZpYxIuKb3/xmvPLKK/Hqq69esitt54xAVNcuH56GcABY5cNy9ADTk1xXda1k4c92cb2q/pT91vUUJ3NF/hzos460XbmddEqJ07n8HGl0we20yJ5xWDp+k4OrOGfeAkdVQhZUaZmBV8Eps/KkrsEzNtHSzeHhYTx69Chu3rwZ4/HFEZUZe4k4Z7N7e3sRcTEdARaqYMeLdAi4j88c8TMsrOBTT3x0Je+NBiNVBoG8+bVurg9Pg+A/0mIRzb1OvVgshq1OYNnozGdnZ/Hyyy/H3t5evPvuu8MLMEiL9HjbkMFube38rOfd3d2B+WJKBAH1uXbtWnzpS1+6tLqdgVbGmjJgrJgxx3F5uzyrtBmwu/rwzgee52Rm3yJOnH6xWCxte8z6HI9stI5MxDiOEo4WSDoZOV5Lr5lcLeekwe2c4Gm+CqA5TMCiXEM5kFSjq9A+GzppBStDQDxnMBVo4jn+HPtzQK7yZIaPwHOx+M2vEvNWGMzVAmBwHy92YP4Z865gnePxeDhvgk9m469qbG9vx8HBQezv78doNIqdnZ2YTCZLn2eCHnhvM+uEh6W6lc5Nq6Bz8m+8ILOzszNszYuI4cOnqmfI861vfSsODg6WPvaKhbzt7e2hnVkvvGUMgH16ejqcT4FRw2QyiStXrsRXvvKVpXlr1ov+rggFM8AMoF3euO4Bl6pv6DPosSIBLBvvnmmBmJbLu2dcXZ1TaumAt27CeUZcsG/Nx8np2qOn/VQex6qrwPjHvxkbmVQ5vGQQn2AYeHBwEBEX5wMAmHUuiIVtVTyL7+L2gKA6iQooOU7GAlrsV+VSEB+Nzg/m+eIXvxgvvPBCvP766xGxbPARMRxcf3BwYJ0Y9AzmAWDnsx/29vaWPtTJc6xra2uxt7c3vIK8WCxif38/bty4EVeuXBkcwHg8Hs5VxgslmDrQXRWQi98I5NPbuHMCrPEfhyhdvXp1mGY4Ojpaqhsze97lAf3ySyTYUqXz6XjhRhkv6giHtFgs4vr16/FTP/VTl6atKmfONsD39H/Fml3fqEiMxtV7GbPjXQnov5XMCkIZ6GfXVd+rHI4rs3KO7HSfNDjMYCzI6sLPK3BuzSGzE3OgzHqY4AIMhyPA86oRM7hl233UQBWU1bBaQybNN5uTcXk4IHYdyDFwjcMBOptMJvGVr3wlfv/3f384JGc0uphDxaeTmPEif2UHvCuB5cGz7e3t4TVg5DeZTC5tsTs+Po6PP/44jo+P4+bNm0Me+ko3nAHvvIhYPoODh//8dhzLsFgsljb7z+fzuHv37hAPn5DirX8Ac+Sxs7MzpMWcN+JgLpodF+TS4SIY9vr6ely9ejV2dnbil37pl+Kzn/2s7YiZzagNaOd1nbUiAJqfC6342n8Qn50kx3Nkwj2r+kcmZyVv5aAc+QJpYEKgunTpnW44Duqm8XhnUCV/5Xh42yeXC1tUoK7YNMIEQ8Jr164N26pcwyilh3KUMXIhlVfNlNXDWDh9Tyfp6RDOWWRDMg2LxSJ+5md+Jm7duhWHh4dL33bDlAEYHjswzB8DdJAXQJ71imMmeQGORzCYOwVTBWCdnZ3FgwcP4umnnx7KjPBfcuH06CAwMO74mLsFg9U39ebzeTx8+HBg2KPRaPhMFDNyBnVdyYcOICPi8Oo0ZIBOUW9eAN3Y2IinnnoqXnzxxfjoo4/imWeeGc7NQDqdC3Xtq/baAgW2l4oxrhIcyDEYOBuGXTF7zvosh+y57sbRuD19TdPiFf3RaDQ4Zc4jA68ep8lxGRt4Xp3TqiPVOui6DtseByYIrhyeAmQZJxi64s+hOBfMgjqFZxVR71XFrbySy1MVoY3S8pZV/tzomQOIiLh161b83M/9XNy/f//SuccIPLeM3wxwDMyj0ejS9+HAhnkIhP3KAPeIWDpZDgFvDu7s7MRsNovj4+NLK9psVAqWiIf7uv8Ui5nz+fknrhhgUQ7AGcd4AqhhXwymAGRnH9lKPOsX54lsbW3FjRs3hvJw0BLXSTt29h/txaFy2kinDk3z1PQ9gQHFOYdqGO36V2bXLh2PpnnNSfPqJVcRF/apU2aV3JUO3a4hzScjefxMma6yXyVGHE+3tHH5Or88rM/oW0tu6KLKdnTeMdNWg7ipBgXPyptnHs55yRY7586jeSoz4viLxflC1sOHD+Pzn/983Lx5Mw4PDy+9ccYNyVvaOD8wuojlBTvOgxsT/7FQxeDGcc7OzuLjjz8edhpcuXJl+BI04uK4TAY1BJ1f5pcARqPRMLLCmc2cB9cV0xJIjzqDHQGUmRhAfv6EFdIxC+HtbpiLHo/Hw9nHL7zwQjz//PNLBwpxO2YEwtmCAx/tE2xbAM9PypAzeSJiyUlzH+A+AUfaA0QILDfisS1yHpwG/zUOs0aeH75x48Ylp891cbJVgUeAWr/M+fQSQbY7B7yKIQ6YncMcjf7faW8sIAOGRub/+sxVitkdL1xpnvo7A+JehWmazOAq49PyMqCPiKWD5HEKG+ZAwWB5bhg6cUdJsvcdjS62iPFcs+6QGI8vTpjDFAID2ccffxzz+fm39bBX+saNG0M+R0dHA2Dy/l7+U6Dmeef5/Pw4xQcPHgzMlnWCOqMMnHkBUMerzbx9jt+44xdM2KghJ7ct7/uez8+/XPLMM8/ESy+9dIlxV7aQ3a8cvoIi7juW/xcRNO/KznmU6+yeHT0HjavMM+ubzklxWcgLv7Ennh094nxS3WXkjOudlZGNNBwz1q2jWRrEQeCyJwqmAAenEFUsZ5Z5UswVchr2kpUisrmjrPxW3Oza5ekYtV6j7MlkEs8991w8/fTTsb29HVevXl16kYKHqXzQD/QD8OIAgI24eMEEoM0gjT/dWD+fzy99ww4sOuL8i9HXr18fXiTRrXgAO952h+eYmuB9xDg4SPXDRgugBEvlRUTkzedacFxm80iD0R10wUCMfd23bt2Kr3zlK3Hjxo1Lts3tmV1XUxIa3zl0Huk9CdPLOneWD9/jN+kq0MkcjIuPbYoRl98qzdIhf7YvnRoFXvCUHdZfuC/0BsUj3HOEUfcLZ2CpQZkvr29UIduQEEEvhujQxnlMHnq1GAU3ss4/Z+Dp2EfFihUYHft2ncux58qjuwZVOSeTSXz2s5+NK1euxPXr14dpC56rBVDwW3M8/EP9HUiBKXJ5XD62wyHd0dHRcKoas8bRaDTIhK1oN27cGA7igSMBo8YpdgwMYDNYMJzPz19SQSfi7+pBVg4M5LyoCVBVJ4PpFTgm/LE+I2JpbnptbS2uX78eP/mTPxk/8zM/c2lOvcVaM6Kh6XXHibMzju/suQJd7uBOZrYftSP+UksraBynG5SB81Ac+FROh/uZA25+zueW4FjW1vx7JgczYsiLbaUnJydL6zJ4scrNErQC68LVj89V4TRLoz71Bgw6PM+D66zyClarBk3rgFnzdYZase5sSIe8uMGzeK6uKPNTn/pU/PRP//RwmFDE8qId7y/W7Un8IgamDrjuAFneAqY6QgeZz+fDYUY8hRARw55eyIYdIfgkFV5yAchizhf7iefz87Myjo+P49GjRwMoMhACLHXaA7qA82Cg150aqmvE5Z0UbDf4j0OLtra24vnnn49XX301bt26tTRcd3bsnLn+rpyzIzQt0EcbsJ1kcSrGWjG8LL9swSmTAXXF1kO2zyq4tlTdcZmIp6cOtrAgkxd1Qlugn43H5zuAYN8Ibn6cA88TM9HUxT7nOLmd2DFx/SccgRWigVmzGmKPspzSWfCM5fawZcdiKtbM9x3wOibPwbH90eh8Bf9XfuVX4r333huOJMT0wvHx8WDMWl5EDOdajEYXZzfAMPmgIh4m8hCQOwj2KTMzxrQImC/aAx9KPTk5ia2trbh582bcvHkzFovF0oE9fD7F0dHRAMawB7cVjacZ+I+/t8eOECfEcR2hD90BBKeFl20iIra3t4eFvE996lPxta99LV599dV0qsIBqmNwzp4daKvNVX0B7ePszKVzzpd1pHOTrWFz7/AaeYE98ghu1ZDp04EuO+uWM9XgyFKLsOF+BqgIldPkduD4zumqYx/6K3srBGScMZYMkJxCWGD3nD1nlkfFaDIW4hrClZF1Nu1cTjYXPvWpT8Xf/Jt/M/7Tf/pPcXh4OMwVR8QAzKPRaGkKYbG4+MJHxAXAKpPgPeJglSwP/8e5EjpXhymI0ej87GaOc3h4GNPpNK5fvx5PP/10bG1tDYcT8Zt92EkBFqNOk+e7US6mIACuPA+N+uCAIKTheMqKT09P4/DwcFgkxLDzypUrcevWrXj11VfjV37lV5a+/aeBv7OX6ZFtgvWo8TJWrcHZIerP6Rkg2ElDD8zqXHnKuPlah8lZUJCvWHxPPhy0vgjQj+6Y6dWvPmd84fzhjBzYV+Bd6THDhQyUcY3/o9HoYlGvZUQOyLhCThEctwI2BV/Hil2jcRp1Gi49dwbtTArcVcjqifDVr341fvCDH8S9e/eGD6CCXfKUxfb29rCopkNN9ppgKPyOf0QsgRdPh/BwD+3Dx2Himvc+j0ajYf4s4pytbm1txe7ubkyn0+ErzVevXo3xeDwcJwrngakQZZs4GhPyQi684o16Yk4y4mKnDzomnNPh4eFQP+ypRp3AqHZ2duLFF1+Mv/JX/sogG5+JoGzSMVG9zpi1s5dshIc83CIY6o3fcKi4hgy64Mn5VWBbAWIGzNkuAU1TMXdOw/EqlslEhe9XoxUXuH+7eW5HQjNi2juKYHl74nF86G1pl0XGHlt0X9NqXMd2FXxX8YCYg+RtRpxnBez8u7rnQNk5GQYVPN/a2oq/8Tf+Rrz11lvDlAA3BFgOjpLc3t4eQIsXztD5sAtCdxEwIIPJ4ivPWJlGR8YHUcHYeSEIecCQNjY24sqVKwMgIi6cCHQBIAZQ4r46Nx0aYyqFy1bAAhs8OTmJ/f394RkWlKATLCZi7npnZye+8IUvXJriYNkw+tN5fA2OTCjDVTDqGYFxfH0ZhhezYOOtPBBai4M9eXBeGrR/oY6argLpnqkU5It2rUYAPYCp87e8EKtgr/XRvDPgdQt2GlptM5/PL3/klIXToVnlpdiTu/ycUTt2ysEpaLFYXFJi5gwqpuuYUNbRON8qcNoXXnghfvVXfzX+zb/5N8M39nQIjzAej4eDcnBwOs/5ImB4zvdhBHzwD2RgQGX5mXHrsHQymcSNGzeGazD4xeJ8TpmBl1ejcTobb9FToEXncRv/9dRBOBs+KAhTEzz/eXBwEDdu3BjY/fXr1+MLX/hCfPazn116gYWZJdtiBXZZR1XyoI69lS8Cz7/zSAE2rmzYgYF2cgaqqlyk7QV01I3/u7Kz58que0EattHShWPBTraIC4KDKbwWGcwcq/a3Sr6eMB6PL88hu+G8Eyz7n+XlKqkhY7jZsE9lUzlwT6cCsriZvBVI47kaxGKxiFdffTX29/fjP/yH/7D0aSd2dvP5+ZGa2JWBrzvzecURsZRua2tr+II1H/TOwIOOzuDFQIe64BCeyWQyLOpBF88880x87nOfi2effTbeeuut+Pjjj4cvbOPMDryejLOcmdVpRwGrx9QGAp8Ix4uZm5ubce3ataWXSNCeYE/8+/r16/HFL34xPv/5zw/6A7hBl2rbDmydfXAaBd1VRnccHEhp+7WCA+AWAHC5rbQ6LQnZnByaf1ZGz1y2c4aZw+gZlWAUub+/vzQNhjNgqtDbpjw6cPXK5Of7E9xAZmC6rekJHb61WEfFMhDY8BeL808U7e7uxsbGRly9erUcvrkGdABbNZ46p6yMagiLMJ+fv5jxEz/xE/HlL385Pvzww0svYIxGo+FITQy95/PzLWt4r5/32UacM9aNjY0BwIe5J3qzLeJiUYwPkkcAuCHvra2tePrpp2NnZyeOjo7i6OgoIs6dwFNPPRW3bt2Kg4OD2N3dHba+Iezu7saDBw+GF2Jw8hx0wvPjPC+6tbUVjx8/Hg7qB1vk+WwcOsOLmQjMmDc2NuLatWvxla98Jf723/7bS19NyUY9KM+Br/utoOvAetVQzfW66ZzMcWgcfdZTtgsOMDl/XeBCvgrCLdauQMXXGDXoM0ey0C7s4NCnzs7Ohi2eID28t/mThgq0M6enupvP58v7kHk6QIHVsUlct0CQg4vv4uD/bDa7tFcwq7wDR+cIlIFznsrS3aIEh6yzYHphsVjE008/HTdu3IiIGBb2RqPzXQ4wDizYnJycDLsNMP88mUyGYyRhUJhT5rOOAYARF+da87CUh8Fra2vDcZ0A+N3d3WFe/vj4eHCIt27dihs3bgwMDtMWyGNtbW0A6q2traGOPCTX6Qvs9sBXT9CRMOXBw3gcLYrOriC4s7MTv/iLvxi/9mu/FlevXr0EvL1TE855KytmW+My1E5a5KMliwbXX9hGtR9DLpXRgZ/aOgekyUYUFTPWe5DZze1n+bi247UjHnWq3BHnoy/+0jnS8z5+ZbQ989KI1xo5aH5ujp3jDVMWOs+ogYV2QziOpwzCGTT/5vlnvo9dCC0ARn6uM3B56lTAFN18XcacHCPK6rq5uRmf//zn49q1a/HGG2/Ea6+9tjT3CwBTg+LPIOEPX8PAW0tgiNAf9jujHkjHi2fIG/NmAPS9vb1higDl4v6DBw/ipZdeimeffTZu3rwZDx48GIAehq36wEdWAaqoL8pHerQxAwqAnFkD2D0+AcVv662vr8fnPve5+NrXvrY0wtPOorbAv9VmNa6zc43rWHUrZKyR2Sc7M2fbDswcUCAe2o3r5ABW53/ZETr9cFoNbopRy9D4jgipvrTurLOICzDGVlOM1nZ2dpZGSIpPPWCMoG/cujq4a1fniDgHZA4KbNpo/Nyx6MxQW0aadSRnWPjt0nO8CkC1MTOAxbX+zkBYnVNExDPPPBN/5+/8nbhz506cnJwsHfzOi2IRsfSyBJh0RAy7DRaLxfBZIsjDrxtHXAwb4WgRl1+4wLcA5/PzF0UwD4wXVObz8wOD7t69G48ePYrnnnsuXnjhhbh9+/ZS2TxnDODEfTZ63sYG4ATL5x0m+po27mMaBKMlnFVx8+bNeOqpp2J/fz92d3eHqZ9WYFvljggwZPJR2aPLrxr9udACgGqByAGCgrjWs2eaxQFzVR8GSwXprB9mrF2DkresbThP2BqvM8DWePSYtVmPY9U1AJWBrzmo3hnzJk9ivBXzcEM7sFF8/RgdyuVZGXMGxlW8il27crIpFXVCblTgZEP9v/zlL8c//sf/OH791389PvzwwyW2wi9LRCyfXTEej4ddGjw1cXJyMuzMAPDC2DDnjukDxI242PKzWFy8tw+WDkcBufF9vg8//DBefvnl+Omf/un4wQ9+EI8ePRq27MHgwdAZDLJhKB+QhEU+3Ieu4YzQsaArAPl8Po+dnZ14+eWX49d+7dfis5/97BPbhoKWa0vcdwSlAr1PEhxQMSApIGQdX0HQsf1quO3yRDr858VIDT3Az8EtduJanY7TPTsGPTsGfUpxzE2juMDbTzMgbrWZ6x8R53qa8LAyY5Fa0Yw1ODDC/93d3XjnnXfiM5/5TDz77LMWLB1bz4ID/yytGpxj0y5fHiVU8nBcZoVc//F4HL/4i78YOzs78a//9b+O9957bwAX1TsbHlaG1RmMx8unm2Fu+eTkZGmHxqNHj4YD88EY+DcMVt+QAxM/OjqKe/fuxf7+fnz+85+PV199dXjhRacXxuPxsGtDnTLv+YXDwal3OI6Tp1cgG5wHhpm4f+PGjfjSl74U/+Sf/JN48cUXh3IqW8icvI7+MtKR3XOA1suOtW9pZ9ZFLDf/60JLHgfKFSjpFy7cqFCnNlhWt21NnYM6INdv9b86I0e0eIqLX6NX59pixdVzyKI6dNMWKJflHw7Xct6eK+bmbTJW6Rodf9evX4+XX345bt26ZfeEMpC1FFKBbWZ4CsAtsM9+V1MX7pkC01e/+tX4Z//sn8W//Jf/Ml577bUhHU8tcCNiNwW/pcXgCRBEWga+/f39gVniPkAPgA4wBrjq69Dr6+vx4MGD4eWMv/pX/2q88cYbwyIevoKN+CcnJzGbzYavZOtUlL41FxHDrg6wFz63mOeQNzY2YmtrK5566qn4+Z//+fi7f/fvxq1bty45Tm27nlFSyyY4vubPefQEBh59mcAxxmxuluXK6p6RJKcbnbtVsOQAANH82TnrlKCWxTJkLF/T63y07lHWejPwueNCud2y9mNnyGXxdEtrmiJbL9D7E1ZMxQYrxsCektNzY21sbMRzzz23Ur4qU3addRTnLVfJW59xvdR5OUeBoIb73HPPxd//+38/7t+/Hz/+8Y+HnQU8rMI2ndFo+RhFZvc8lOe5XPwH0GG3B4K+oIKpAx12Agin02kcHBzEbDaLmzdv/n+9fc2vZNdV/a7qet12t+22FdtpO7Z/NtB2Ek8gQQYJRyhgZZABCIiQkAAhBogZ/xJzJCSQgAERyQAmQYoQggHBIiBjIhIntjt2t93vo36Dzq5etd5ae+9br82Wnl7Vvedjn3P2Xnudj3srvvrVr8b3v//9XZpMn86BjBiNLV+ulJuZm80m3n///Xj//ffj1q1b8fTTT8ejjz6612+Y7/r16/Hiiy/GV77ylXjttdfiypUrcoyddMFbpZ9ci9C2poBSTXMjNGNkFqfWWSdLI4rBq7Yo/+WZGQZ4BbJqU9EJ44YLHhH3bT11UzML7L+c+SMIV8fc3Dr2JL0DY3cfx5ID0Rp3+JnKO1Gd7cDY0XxlDKgDy9nZ2e4tYaybW5PBcrMM5ZB4rWMUbETI/jCP6r9M98477+x+eJRfo5lTeXzVZTJDZB24Fp//8QQF9gmy6wRLfp8tlpX5sq7j4+O4devW7kUvP/MzPxOvv/56XLt2LR5//PHdrz/nmebVahUffvjhHvDnkgSy4Dw58uSTT8Zjjz0W77zzzm45JoNMPsZ9/fr1ePnll+NXf/VX43Of+9xuPHNseIbCY8xjOQXwrhx1v7rmGCTnYz909j2tG8uczgaYaLDOaobASwdKh4jZRiaWz0DPY+D6JvdI8k2AKdWsg/c+1DJSVUa1hoz/VRDY8PsgeBrOrIlB1w2CMmC+p6IwC3Y4r01yfq7XsXHXlgl7wjy4HqRYjeqT9Xodzz//fDzzzDNxdnYWb731Vnz44Ye70xcJSPiHG3/YVnzfBdaR55lzw4yNGV/4k7pvt9vdi3ty7RZB++OPP94FtKOjo3jjjTfif//3f+PNN9/clYUnSHL9OR1hvV7vNhYj7rEVfD3pxx9/HFevXo3t9t4Z6HyZUb4C9Mknn4xnnnkmnnrqqXPrgDxeTAYcKUC7cwzNXeN6XR0sah1WrYmy/ih8ogHL4z7g2VnlH+z7mLfqR1cm55kGwaxbSdcWvq+YtBPHknl2ophvtXbM16vAsM5D/twAVTlOCdiY2UFcx2ADJ0CMSrt0bLQqOlf6qOuVcyaLxRMLKm/FyC5duhSvv/56/NEf/VG8+OKLu9/iy7byum+e7V2t7v1uX0758y8ZKDpxOlSOITLlXAPMh1KynxPQ801qmSZi/1jYY489Fl/72tfi5s2bu19JyfPReYTu+Pg47t69u7ckkgFmu93GU089tTvSlktaly9f3pta5s8w3bx5M95444347Gc/G5/+9Kd3MwbsXwZodZ/HG//zZ8yLgWvKsLNP1eccAyWsF+qPLLXSQYFRRVAYjFmQfLlAWLUlYn+GynsJiAncdreHpWavKcxEUdyM2q0Bq7SYrlvj57KraxsGGgeuHB05cubnalA5/cS4J41FndCBugjNwOkYlWqLOuaTRtU5CvbXa6+9Fi+99FL8zd/8TXzjG9+IH/zgBzugxzPKuaSQv22HQJsMNQ/A5/rz1atXd7rgcR/ckMmAnMfmUq80tAR83v1er9dx48aN+NrXvhZ/9md/Ft/5znf23i+c9SYrfvTRR/f65fT0NB577LH46KOP4tatW/HEE0/s+jR/9eORRx6J5557Ln7xF38xfuEXfmG3gYfvtcAxqEBiYo8uXQXYXIcjNPkZZyqOkXE9qROzMQVIS/RTSy/53QWfbhY57Xt10knNDlKwzUuCIY+v0gnBm5co3DUlanOvSqeubaqNAlyywHtVhHQg6wy96uBJ45ygfpUzsn6dc2Y+176J4bChPf300/F7v/d78eUvfzm++c1vxj/90z/F//zP/8T777+/20RZrfZ/zSCBL+L+YOZvz3300Ue7l/3gwycR9x935hfi45OBeAwu140TxBGsV6tVPPvss/Ebv/Eb8ed//ufx1ltv7d5Pgf2em4L5PpI8yXH37t341Kc+FY888shOn2zHk08+GZ/73OfiK1/5Sty8eXOng+pHHic15m4splNqZ+dd+a5OFrR1B3rsxNzOjtg4EoV6uf6o/IjrQECvxAVVvl6NJzNw1CXz8xquWtPlfFyeuq/SuSOKmD/bo0B575SF6gA86sFMmBnhxCiT/eXbyq5duyZfHsONcMDcBYCO6VZRvjJCBHDlnNPIjIb7wgsvxO///u/Hr/3ar8Vf/MVfxF/+5V/uHv7I9BH7m1l5PY+gvffeexERu/cWR8QOnHOs+MwkPvmHG3u4UZhLDfzzSpcuXYqXXnop/vAP/zD+7u/+Lv75n/85vv/978e77767Y8wZAG7fvr1baknd8Ujb5cuX4/nnn49XXnklfumXfileffXVvRfZu/HidVKUiU3yzGgCclN77ViwY0r5OceCdVIBv1t2YKDs0jpxLNuBpmPIOfNT+yCsM4pqJwMc+iD2p9qYVH2LerLebjmD1/Z57N16M8re+5CZ+XLDs3EVEPM1B0q3b9+ORx55pHUYpfyEOVfsxRkR6q7yKFComBf+5/IZyBGc79y5Ezdv3oybN2/Gf/zHf+z9CkgCKy4/bLf3XmyOP8mUTDgNP0ERp2D4Fq2IOLfkkMsV+CKiXMfmmUA+Hv7yyy/H17/+9XjzzTdjtbp32gI3PzPA5OmS1Wq1Wz//whe+EL/7u78bzzzzzLm313H/uX6spvFMKHh8nDin7wTZmNq4m9at7BHbzjq52RkHHiyL66oCIJaHaRQzZsbdBdeqDvVeZGwDksiI80fi+DNKXk9sU+VwfaoPVDncD+rURvrzBgvlzuMOUwNf7YYymOf3o6Oj+MxnPiPzKVFTkcmuqRNlOB3Ld2CQn3HGMKlb1ZXfP/OZz8Szzz4bzz33XPzpn/5p/Ou//mt88MEHey9wTyfH12rmed3VarUHrll2ss1cNkiAziNoudSRm3gR989E59Ehfm8GgvNms4mf+7mfi5dffjn+8R//Mb7xjW/Ef/7nf+5e8JLr1fjIdL7z+POf/3x8/vOfjx/+8Id7Dw+hESOYuFnMhNlhOWqa7cbHOTOLAuEUtezAT8FhGR3BUe11oOqCl8qT4vqWZxMdyeE0+NScqo+DA5JBRRZZttv7r3JNwTHhvA6w8X7l26kfljvFKAT+DRthFoYGi5Kd1DFDBzyKuWBevI9TjKkzTEUZ1zSPapdiXyzd9I6v/b//9//iT/7kT+Jv//Zv45vf/Ga8/fbbcfv27Z1hJphGxO5XnPNerrfmaQRcn8xxxfdMv/3223HlypU4PT3dHVfLDcSIiOvXr+8AOZm6Wu6KuPc6zF/+5V+On//5n49/+7d/i3/5l3+Jf//3f49bt27t3qtx+fLl+PSnPx0vvvhivPbaa3Hz5s0do0cw7mYtjj064X5mQHEOm5+ntqKk2qnP/zhjcmDMfe58KdPmeDmWzXkq+8a8+Z836BTTVrpV17Du7jgg64lAyONa1ccE0wGqwijW7RA5Ozu7t6mn2F/+x6mtmn7g526AVR3qGgOwWsdh6SKYuq90nQJzxXSzL9C5lRGxUSi2dv369fit3/qteP311+Ov//qv4+///u/jhz/84e5EBfYV/oBpnrDITbI0HjaYfONbtinZc/7kVL6A6PHHH9+9aS3BwgWf1P/atWvxxS9+Mb74xS/ugBjPOifoY7vxj53bAa9zfCVqWsssisvP9FWwVflZlpCKyk8i6r0Ttk8mOlU/ZhrFnp2OuFGlfMrVq9Kpe4q9MrNVGMOzFAxOOMNLvZV/MAat1+vdjIZPHnHf4IyZ63Wyt2ShCs77LgJjYx0Y84CqqRQbf/5HhtwBcQXKXYRUbXUBxTkLt6Niwq7tzDgSrG7cuBF/8Ad/EF/+8pfjr/7qr+Jb3/pWvP/++7t8+eOm2+1274X3+MY4TJsvnz8+Pt6tD+MGSwJ7nknOs79ZnhpDbA+3PY+yqT7hQK/6Wtlo5+RYJgM8OqQqj5nnFEh5ucLdRz2d3lUbKzs7FAgrsFb1YBnZX44hdyRGjTOTFwR+VT9eU+u0eR3JkloqQvtYMo6qDaxDJ+feZaE6rFpMd52vlHRRe8JKK1GgPNn4Q6nAMyJ2gJYstFroj6iDmGs3RnFOk/deeuml+OM//uP49V//9fj2t78dP/7xj2Oz2cTXv/71ePfdd/c25Nbr9Y6V5pNzZ2dnu9+u22w2u1+XToadOuZTcuv1vScLX3755XObgI698bUJoLAgM3JBkPuVy2eHxmWbCL2em5L2s4R9K+nssAouONNS+zeZH/VTdun8supLtMOKvHC5DpgUg+Y+UNcZkyryyCcaGGOQCacPK+Bm/1YnJTphMpllu3J2+zAc2dAREohRSUyjOtk5WnYEB4AKjCeL4lkmPwLOzuemFKhfle6DDz7Y/Z5dlZ4jtmMILOgk3G/cv5vNJp5//vl44YUXYrvdxve+9724fft2fOtb39r9XM3Z2dnuKbn8OaYE6NxMSVYcETtAzn7L9eUbN27EG2+8sXuwQ4EkthPbovpFtRH70bEwZWMOUBiMu2U5JxWjU4IOl/ZYMbHutAWyc6UH91kXrKq2LCFFPJZYRkdUHClbUi/uMyQW4Y85sG4IxPkd35gYcX+8Vqv773Z2M/K855Yg+BoDMQM1yu4XQ3BdkDsB10EUnVdrn9whmR87bDq14o7I7+ooEUvncNxWxyYef/zx0gH4u2tfx6InZTJQ3LhxI37nd34nbt68Gf/wD/8Q//3f/x0ff/zx7lWYR0dHu5fc53uFcy03d6KzngTpa9euxdNPPx2/+Zu/Ga+++qpdW3V9zI7n0ldBHduLgcCJAoiuXFdO1z4lbIcMUKgPr107UUGPbVOBbqe/IwqT8irbz/+80de1Da+pDcgU7mO0Czc7TraMDxZhsEsdkYxW4ggijociFurUDd/bzUGRIVcGyxXiz9arQVWDhWVlmknDXQTOtNN1vsnuKV+vDq/j9wkDQHCugoADbHTqNKKrV6/Gl770pfjCF74Qb7/9drz99tvxX//1X/Hee+/F9773vfjxj38ct2/fjg8//HDHlPMXnfGF8fl49vPPPx+//du/HT/7sz97rr3oNBXT5DYoI62uu3JdHnaEbhbTyVL2pkAKZ5WYpgoUqn0MnEukY9csaJfIzvk+t5fHuvKnqk6lpwtkHLDzPr7ONsvODbkUXFdOxow/2uCkmgU4MK7KQhzacIOZ4WLEQyackuuTOaXlKONYnbrnAMxN7brTGK7xXTrlwGyElXMpZ8LvbOTOQFV/q+ki6vbII4/EK6+8Eq+88srO2N555534zne+E2+++WZ897vf3aXPXwK5e/dubLfbeOKJJ+Kpp56KV199NX7lV34lbty4IfuB61dpUCc1vhV7xf/OQfmzCvwcGFknJ91srRK1LJfXI/Z/QMCBL+bD+9NAU4E+f6+AQ/lnXmedq8/KBlR7FSF0DJ19QxEhxIdMrx44iri3Z5Ln4xMj8IcSslxk4Iw/aszyvzvBwVi06cAjMzJAZxp+61YFrC5qdtGEpyFuPa5aNHfXUCrww//8mcvI/461H8JyKoCogHGz2cQzzzwTzz77bHzpS1+K27dvx3Z7b03829/+dnz3u9+Nd999Nx599NF47bXX4rOf/Ww88cQTY33Y8Ko+co7cgQUDl2OULLgx5wIqL8cdCsSZz+2RoNNW9rQ0GFREB9N0fZWixsYBPfYpzgRYFy6Xy3B6ch3oUyrIKr9S5DDBcbu9/9bGLANf7eo2fRFHGIxdQOY+5XJSzv3qNFakIjAzDHy3gXJIdiq+x4OgDBKnI2oxXQE055/sjlYgWxmmSpv1KoDnuibOogCP86q2sKNfu3YtIu69fe2rX/3qbh05N/W6Ml2grb5z3o7ZqXJUoFegyuW6OvH69IwxSmVTyk7wcwW6zi4qcf2Z9zqS0THv7pry7Uqq9mdZiCm4tKDWfHMMmbA5/XA5g2fX/APMlVSbfk4S6J3tbFKxjBIYgRTqKyNHo8YOYEdxA8GRlaccjhlX15YceXPCTjSJ8pzXgUQVObmczjErJ1bsFdvCZ4/VWHBfdMFEOYJjbS5gTaVj213ZmT6fdJyKO7bk0jJT4/50m2B8zc0WsCxMo/qd0/N1R5ZUGayjwojJuCpCpoCU+wB1UD8r5UgT5sGTRhfFDbeEqk5eSEBPEOYCUvEKXDEdGlllnAhubGQc2apjJZP14pSLdDIPqJvG4Pfqj9MpqRhPVYfKyyw9A11Vt9Oz++zyOgfu6mZgUfddkFT1cbBBe3Xn7FM65oPEQemKMzvuo/yvgh/7ycRulgQ5N/ur0qs6UVcsz7Fv1w4MkC6QdG1Ugf/s7Ozchl51FPEikuSWMWiyf7VJRflds26AcJpQMRIWxdzckSBuHEoFtLzIzukzTwfoKtKr9kxFRX9VH6ZV9VXMV7Gdauo6YTCKzXPZFTtSbJrbM3W6iXSApdJH9GDLS2bKBqu9ApwiR+i253UnHdhy/1csl8e+mz10BCHTYDpmiaoMZQ+cvwu4qpwsC3/2zI2xAs2LiLKN1HFyqGDNP27J0bJyEmYu1dSIy3COyukrAM5XT2ZQQaY/PbStri0BAgcAzAy6/M7heIYydZ6OFeZ3BnL+jE7N9ytnnshSpoyfGXzx8wRkJoxwOvXka8recWpcTaMxjwu0mb7yIR4v3JhX6bCMzqZdfkzH/ZusUZWn2pf9iuU70sh9gIFW/agBstVuHRiD8UTUagP2QVfWOhuOf6pxeC2vuyhfDebEodUyCqbDxiIzyB/M5E52nc4O1w2wYwxdW1WZro78rEAIv1e6MJCmOANUoNyxNWbCOWZoFxUwcnpuu2PlOC1OceuzSu+pqCOVyonRTl35XfvUzInb6UgMB36cvXJ91bhUBIrTdEGfr3H50yUz1oMBWgVuFzScqKB7yAmtQ4X13WDj2AiUoeR1xSonjIkHqWLHyA7zp4TyxeYRsbfut1rt/8yQkypKLXVkBqYqLwYOzKvAG9nRUgbaGaRi7ipILGkXjpNiXCov21vlyAq8ljieS4/lVeLOua9W538Hjj/zuGKbq3ap+0pXV04FlqoP+Gy8A2w1tuqeClBKL8Yfrlvhgwu6XNZqtZLnvhuG2oJzJWq2lHbi2DP2w7lfDEGwxYbjkkZWhJ2AnysjxwjegXMObJbJ5aIOOMVJUTue1VrS5Jwyt1UFtGrAO4dSdeG1ih1XoIPpldMrgFRBmvVGR2anZh0roK4CT9qBc3LVFnef2+LsVE05u6UJdxqp0g/zON+qQEi1QdlI5ZtV8GedVH1KHDAh6C4NoBVod32Eeqs2of/z5wgPzB3Dzrr4ZflZP+t87gX1CCqZOF8whEpURs/RiFmUW7BXh/jz76GHHhp1dtVpXFd2VP7AJ4NypR+LMwi8roxJOYJiUdjHzmBRnAMyaDrQYD0dE8N7lbNzIMWxdXpP+kPlRVGsnR0TlydU4FZ2gLMz9JeK+fH9rCOdFX2uY7VYXhXgnE2mHVS2xPfyOwZGBbKdfWLbu3TVd26r8k+lH+rJ7zZeulwxWRdG3RHAVXv23mWRGdhZGLAdw1Bp1IDm/Tt37sR6vd79DhwHAlcHO5S65zqIjaU6g4htUEeWlC4V2+0YiHNE1V5XX+cMbmxYT9W3+LljmlVbHLtR+XE8uDYUYwAAU45JREFUVXCq+lR9VwClNoCrI1AM1pUNVOOa9/A9MK4NTipQduDoyAGLIwuMDXxf6ZH30IecnTnS00kVmPJ++nLE/j6Sm0mXJyIIyCdHdNtjb9gQ7KCzs/M/golpUbCRvLSh6HvWc/Xq1d33HKz87urrGIMSxcq5w90ROswzdRrlBGjcFbtTDjZhoFiPko5RT4VZkAuOfI0duMpbBSPO5xgQO3bn5JO1wq6NzIQdKUFB36mADvMrRur0m8wslI7quQNlw1m/m1m6YFX1Sddu1T4cd5eGwTiiZridTbjTN/jq1eoUh7q3Q1xsFEYxBDJ2xNXq/jPsR0dH0rBwyUIZqWMhCmSqgXNpeB2Zd6FZ1FlBxzQqqZgJA2sF9Ar8MM2kLJ6qOX25XBTHjNjhlT4VkCndqgCj2uP6Wn2eCu6jdOPOunftVdfzCOdqdf7Ngiof1sVlu4BWkQIEVUzH7VHLlVPCokCzs0sVUCrC4voBwRhFHWNcrVbnjst14pZi1XJYybo7kON1GQRXBK4qorOcnp7G8fHx3tM43HkVw5zUg2eRMXh0ggPBTIv/MN1EV86rDFYxOWewXX8sASI05q6vuQ5Or9gPjrMD9aqeFGZiXBczt0OElyTUTIn7JwGV06UuDBicP4kLnxziPsa+6k4UKV2mgUvZorJLHle1ua7KYX90D5B09WfeLhhEzM8SLyFeXHbWy0sZ09MaewwZFeLIh8xZsSlky5gGAd0BI4OyM56JsHPjUkp+n6wPoT7ue3dd9aO6XoF7dV2xroqFYN1cLzPBjmG6vnHXK4bDek11wLydXksEnQgBprJHdQyU9esC69HRka2H+1cdU5vMhHDG6giB0k8FUvZ/bmulfzVmWK+7NsmPfclrvBOg7IhCigvgh8iaGREf1lcsGYFVATkryxuF1cYd66NYxnZ77yGQ4+PjUWTEcpRu/GBBJUuYoypTGW9+rgywYnwdWHWAVZXrnNDl70C9Aic106i+K13c+FQbdPzHeTqQZ8Kh2CUHQg7I7Ev4bt7UxYFllqPaqOzKMVZuS9ap6q78oLI5F6hUfk5bgfy0bxQodwSxE7X/VH2umPqGnU4NFK8joyLO8DitO0akjJuP5DBwZb2TKRvqqjofr1cbeyl5RM7JhE1ORQEil+fYVAfEKMiAuK8dm877mQYZiNKvYlNKF/5eOcmEybgxUxsz/IizC+buHvc/+pAS1V58BSSTEs7XsVFXn2PKKe7UkUu73eoHxpx0zBbbxfbVkZeLiMOtyfE3zoP3JmvIO0B2rDcVRAbtnLMCdi6rYn4csdExctCVgXM51ZGT6XoSi+tMDkTOiVhfng5Oyq7SuGsInFk36sE6qc9cLo6la2fVficdYHParv9Y3FQ1nd61o9JD3auCczWWbPudvzk901cnafm7A/luplTZS35Ws6RDGHeSs/wVEFcni1qCqoB3evRNseHJ8gXqusYG8md8eELtwHZgozqbgdhFI1dmPqTiQBnF7aryLrY7nqI2LKvzzSluCukc3RklG6/6U+KArGJszugV2CFTqabSWBb2SQee1TSb/1jyWsdmJjY0AXs1g3M6VaLYbzXLcZ9RB6X/JEBynVVdVXuUDTm7iDh/RBbHkl8ojwRSBQEODtVYVksO7lhcEsMdkBZLYp2krmdnZ/ef1Etl8ykkVB5BUIGUUpqf5qkU6Zxo0okoKjo53fG7mnJx/VwvG0PFJBVLwHKVs1QGrPRT+Vg/VQ4CgJqOO+bj0mH7q/usm9N7cg3z5s/CHx0dnUvLxyD5SBIyKA4m3IaKaTm9Hcjy03/qLHBXNrdT2ZNj3CqdYp6VVLbIRI77DXGgCxxMMCa6OJtPWXImWRFJZu54v8IixNpzNVfTjopBqQjEbE4dH3Kd6QaDpwW8Np31uGkHL2Fst9vdkSVcdFdlc/1TmQQCBnTVv/hdlYPfuUw0+MqQXRoE8oqdsx7dEgn3A+syqUeViySCBY9EpuDYKwCq9J+yRgaRahzVTMj1BZeVbZju9iuW383AcmzR3/C96syKGXjyuruWn/E4IR44cDY/vZ73sr/c0mYlfNyuslXFujn/arW6d+wNlXYswF1zxovOy2zDRdHOsFXHsdMt6UzXDiWOxTvQmDKTDlxVXi4D06nAoVg61sW6VEaGG67cHg4wKjgr1uZ0Uu3u7qOeDpS4b7DPJoFD6YJtrGzKzVBUunziy+lTXVPls0+6tqpZDY/RyclJnJycxN27d3cbkJvNZm89t/Otinkn0K/X999p7LBEBRTVBxyE+RrOjJbgiDuwMCmP7Xjv0eksUDEL5WCYV0X8yvjQiNVnNYiTTlIbNmxQfD9/qNXtgnYdi53Km54OBF0bqz6s+syVi/eUo03ycFoVXJj9OemCukqL7WdH7+xLLV/x1FS1kcup7qn7CsyVrq78CmjzvwKCaozV+LBeFZvFz3fv3o0f/ehH8cEHH8QLL7wQx8fHu3fSVDqrslX6FH4QiMvM6zimCnhdXXy0jwkNLmGhDm55Y8q0XT/sNvXY2FFh/F45AXcSNx7TqfvnlBt2Ki5RuDXejpHwGo9asuD+YD1cQJl87vTifnXAjcbldMHrmFalU/XhPfxjfbIP2b64bM5f6cOfq37kseIlKezPqpwUF4i43fxdjUmWp6a9Ffjjf9X31TX8zv/dOKo68+10JycncfXq1fjRj34U6/V692CLC+Kuzzrf5LQ8ZuyvzqYdk2XB47wJ8FmvOwCAdXS4VfXFmhNgo11EzZMKyuEdg+TPzKqUTBgxPurswNh9n9abg8DRE8vtynaBQRlOXnczFc6Ljt2xzfzsQMI5E9uEmiGpOjlIYT5nA8h4ukBUiQrSvEvfBdCO+WMgrgJIJcomuJ+Ubqod6roiEiq9u84AeHR0FFevXo0XXnghnnzyybh9+3bcuXNHrvEu9UHOj+ebq1NLfPKHhYFU2ST7d9qhmnVjOnfPgXNlG3uv32TDYmfYbre7dS28hg1gY1ZloREr4Q44xBkzvXIotesZ0U83qnUgtVShPndO7ZzTsdX83gU4B+RLWCEz20nbuKxD8nEaBYAobnyznGR5PC3Fc8jssBWzcyCm8nRtY1E+5e5XwF3ppWYnfE0FiGTFP/VTP7Vjzcz+VD+qseSgjwEZ66vGgAllSnV6AvtKMVdeAqlAOK8fsqeVskHlFWii0g4wOA2KcvrOcJYeacPr6h7XsbSTXIR0dSwNHCluHPg7p6/Kc46Z/51BV+wur3EQUno5IHOAqoLFof2pBJ09nSdne+jw7KSdHqivA73J2HGbHYDlZ+ePDHRdYJ9ggNP1oYceioj7bNaRAwV8LDg+eGJD+TduenYEj/GrwyXOn/UyMLu0qOcS2ftNPTyDnNcqIK4GzEVEBQYpHYBUjaymFlk2l+UEy1EDoOrq2sMg5hx+4gD4WaXnOlXkR/14yqbKZCBw91hPp393T7XBgbgTd5pCPRpd9SOmrdrWpcnZpOpL117HZJ0OTtTYdoGRy1QA7/KpNXqsj69vt/dObuC19K98LzsuG1Z6de1HXGMdlajz6m4zr2PQnWxQUezE/JxTEQZYFbU5cuPuZNVRyhhxysDpUPh0hOqQzold57m1KNcO1SZO00Vl7mdnLB2AuHuuDycMzrXR1csMevq56qclgTV1mGwOs7CDd8GyK0t9TpkGqqqfI84f21PBH327q4tnz64dyg6qmTTqx5uamB9tQS1DcducHhWRcPoqmZ6gWHL+m/tl053rRWWZOePgqkjrWCCXyZ2GC/mdTBu/hFlF6GlKtRbFjnB6emp/caWK5h37xH6bzFBYNy6nMlJXHpfpDBvbqcaZ9ZoAfsWClDimptqmbJOvdUwM81Qsrgpmis25NnQsT81eHMucymq1/04UpYsjVG42kmnzNQ2Ovbs+4LSo15QgOT9Df8/f4ESd1fLp5Mibkk0e6nZgqiKRYg/ThlYGxBG5M5hqCpGD6xiXKisipKGxKNblmL5qw8T4ldMow++Yo3ISBeaVo7hysTxkwwzcfI6z6h/XN85BK8FxcnbnwF4BMd/jNFiXAm7M1wVkJCQVq850h7D3k5MTeayV65gIg+3ULnH5CEEsl04vXbq09y6dCH+0jIP/pA2ZDs8boy58egM3+arl00qc/UTAkgUr3wFMFb266yrKZSdU5VeimKwDQNWZaqbgzjara6oOxYicsLNWTljlj9BAzTOOijkp6Zg0A99FxQXsi5SPZeKJigjd7xXpqAJfxYA7UHflcxvUeFVBk/0c7YHt05EBB3T4Of3GLVdVQWi1Wu2e9ONghEEvSaQL7pxH1e3sN9NVR+wi/HtyKqmCU+q/WeKEqhBUyhm36whMc4izuaNNWI8aMH6qxwkeCs+X1eCOvNJBrdtN28UAwHm5f5c4cwW4k+sqyCIbqfSp2ql0dG2e9mN3zAnvcb+gDhPWqRx7kpfB0pEVF2izDP6s+rYK7u6kDOeb9D2zSzWOiqQgeXF+nPfwPdHOJvGzakM3vtXYVTNyvK9kQqh2pSrDz85VZ4K5sAm44iK+il74V9XH0h2+rvThctR0KIEYp97cL6o8bF8n2SfKmPO+qqdieKiDA8DqsxsHN47oaGosqzpdW3kcJ1IdyHfCrMqx42zzFKzcmEzbgmlVX3LfcJ+rscC0alkE03aBEMtM+80XAjEmdACo9MbAmXsyXE5HHFPQZxHb+DrKhPkeeqJCye7lQik8gBiR8n4qwQPVbcJlJMy1XcyzhO1hPgeKyH6dnrzMoZY9DmFoh4gquzsXe4izMzPj+t2sBh2U3yfNoKw+T3RbAlKVVCcrmBlV7JHTKJB2LJXzY7285jsJFFx/Z5eKAVZkasKqO13zvjpuyHrzrKryrwRi7nO138Pse+of/CInhSPq6Cted8sY0yWNCPqRU45qqaSbImADFYtwDNUds+IpTCXqbCCLA20MCA/ilMaSDq8AT9UxYcBYBn5Wwc0BQTULqjaXKl1QZ7cJ6mYv1bSyAwV1RIoBTJXLx8eWMnPXpiWByunG9fB3BXpOJrOU7p5Kq5g3loN6dr7OeIDXXZDielRbMW9FIBGgVTq8n+WqZQw1k1a6p2yY6WKnTZiGc3ynQN5X7A8/T4yhOwvogJIHulp6YONSLHrJlMU5oWuDY64uLwOuA+pJOV0QyHRsmJOZkwrKqDfWrRwTy1lyjtwFJBc0GMgVuDqGVoFsFRyre0pvBUiVngyK6etYhgtIbsxQN3d+P++xPpV9dkFGbSZ3+nGd7NMqmLAO+A4d1IEfyXeC9oKyd1BWsTQeWPxDZVTDuWJlqE7ZyqmnANht2GEbOnBV1xUTU4DtxM0g+L7qSwQQFRgV6FYBEPM5HVWaHNNqs2PC2CoAcvVGLHuoh+tjAJj0j9LH9bUCas6rAg/rqupUZWEZ7vgm+3jX7yogVwTMBXvGjSqNsudKN1V/1ff8uTpCx/1d2VX6ZGWT3R7Rhh2GI2kehMadUDZmpagysCUDyzIBYbeW48rrDnjjdQeyKlC4g+IVu5iAFqZz48af8btiaio/1qfqVuCD+iAbyvTd2GNdeG/pcokrq3JQbmdVnktXschuhsGfOz0qcYCtvnOgVvtCVYDmMtPGFcNkwFXlsd5Te+Uy+Pw5B5WKFKoNfQZ+FXRwRs5Y0S1doB5r3LxSkcl1TBdxlhh8xeAm4qay1dlYzjNhxm460wWLDoyVo1fOjywivztjYUZU6VAZv9OJxw7/Z7srYd3wD+1ItdXpOWmD08Hp1ZVflaXGfgL+Tq9pHa4u9HXFXjMPs1c3lcf+QcKAa/GMCQpP2K65vWhTXBbrqoKvG0f0Yz62qvpPtSHbh+A7WUPmNqyVwk5xFc2dOCd2DpxpJuDphE9K5DWsozq07sTVz7MDPDanIq3KzwyODRD/lFTOqdhJJa5PlOFguyc6VUZdsfNDhfuzKn9CBBhQlOPzOFUkppsdqvGeEppOlI2pe5XN4PU85paAlMCJOrH/d/bA33kcO5/AdPmkH677qjyXLl0690Oz+V/1CfcP+0W1B8d5srwNR0KccijWhd+dI7kOdSBcTfeyYU746EmWyS+u53Rq2qTKxgjnzrZi+7pBcLOPpSDGaRS4VzooQ1KsA38AVs18EJiwH3hnnJ2kA0jF1jgdHy3isaj6r7JbdDgHdhNAZTISEXs/Z6/6O69x/3FfcLl8DetROrm2VoDpgg0vn6kzvezDbBOuLgZF1378zv3l9p8mBxb4uwuUyve601eq7fIccjpUNgajU7UMUE0T+OSCK2PKjqpNPsVQGVQrZ8N01RoyGuJkxuAMUPVVF1kZ3FTfYzr8XgE2l4uPsjqjZDCpbONQJqzScj9NGWKmdQFClecATPWv0yNZ2tnZWVy+fNm2qwPFSTDlc7UR+0/Eoa74XenfARH2SY6JsvWsiwO2kgqIq/SsH+vvllNZR1UGt7uy+WxfvosjrzmAzvx7vxhyEXHKJWtMI1GKdJ0dcR6AEWDdMRsGU9ZX1YEbcwjKqePp6WncvXs3Hn74YRltl0zjWR/uPxfx2WjwXmVAXI/STdXVBa8lwFqJam8l3UmKLEv1q2JgmIbLqcpj4K5AO4G4c3osi/2j02HC/qu2sjiG7oicY9JM9rAtnAfbrgCQ9eYTRwr4nF1xuRhUunarspj8oZ12J7D2HgyZDEh3Tk8ZF0YJJ7mui29/yjImJxywHBYcMNUOHAD30+sJxj/4wQ/i9u3b8eKLL+69XjMHbMmZ5Eqcg3UAWTG2ahqI35UujvEokFPSMeNJUHbimLKrp/repVX96XTv+sPlcT6l0lUM0gFzFdQnMz0uz7F0BbInJyfnnv51AK/KUu1WbeZ2sF+ynyu8UYL97OpactqLZe8cshv8qsAEoXz6bbPZnFunZRBhEIiI+Pjjj/cW1V3nYGO7Bqu1LHUffyUF25WCul+9ejUee+yxc/XxQXE+8tJJB6TsXKo/O2dSbEldU46hmM8EQCtWU7G3JcLLUHzsifXBtKgP66fYW1XmpB68xqwO+6qaySi7qPJOxontSYFOZZNVP+B1BmM+L10FGcWkVX2qbdnXiVP8XmNM68qs+sfVzWV3aTaZkDuiYkN8fbPZxOXLl/ceSZ5Kpr9y5YrNqzbVGPTwOubJz+psIOrArIGZ32p179d2n3jiCetsCogPYcwV81SOV81upuLYlDJGTKec1Bkrton1f5DizpJOAwDryZ/VzMKVwXmyTx3LW9Inaixcuo49O5uuAESNu9tr4Hadnp7uvUFRtUHpMQkC2A4eJwwAarlT1dktYbhAqH4qrJONUiAV5yMgjmFhQ1VZqgEMOPzrGlkfA2uKWzt24th05VSoRzqSM1bFhLv1IifM7nCQcWNGAZtiFI4NVm1W9zuQ6IDsk5YJK3X9xKDN5XFZHZPlMXIkR5XJQY51qPq0G1vVNgWcDlS5DKc363JychJ3796Nk5OT+Oijj+Lu3bvx0EMPxcMPPxxXrlyJo6OjXVpVRrXurAJaBgcsJ/U4Pj6O1WoVjz766F4e1jk/Iw4u6S8n1UMku1MWysG5U/Iz/2WBrJgaLJz6KifgOhnoJmvBVXplsB0AYf9wAFIvIeGBqfRbKhW7U4asDA11dIFWfVbGxo+CVrbDjIrl0L7pTlsoJ3fOo5yTr6ugp8SxVrb7yiYdiDvfcUDb6a76pGunqpuvnZ2dxd27d+PWrVtx586duHPnzg6Mr127FleuXJGv1VRBDuvg/kO7cWO4Xq/jypUrceXKlb17XB76RQfW2cYJ8VDkku19B8isuHMkxSIYeLkjsAx17xBhID47O4uPPvoorly5sotoatMudekYM+qsriF4oLG6Ux0ParNPGXzqxWNRBVk2Oq6jc46KCTj2Pm1L5sM0+N0FXQcoXH/FrFxbJjZbpanYefXZ9b0Kkg6IOF1XvtMf7+P3aq8GicuVK1d2Pxv13HPPxUMPPVT2WaebYspu/PMzvsESx8ONS2U3TND4O7NgPK1lT1kw2KoO5feRVp1XRWL8PwVldjy3hHHr1q14991344knnojHH3+8XC5Ip2YHwD5wzooDh+tlqCOnw+uqHYdKBZoVe8L7qj3OQN2YYtkdWLt2dM6XY5bilp3Ozs7i5ORkt0HsbK0KtlyvIyAVSFXtYT9QjN4FVcyv8iigdqDP4lg5663y5H1+9DjHYbPZ7E5YPPzwwzswdmf5Vd9guulzDVwup3O4p/RR91Wfoa0yKex8Q55D3m7vr7/gCQTn9JVBsrNXDXcdqjbwGKgfe+yxeOihh3YvQsJ7E2dghusMD9k25uXIiJ8x7eShj4m4aO1kwgCwLZxXfVblO5uonGJJcO7YcETEe++9F9evX5e/+s1pJ8y1yo8ybQemrRhdpuFlIS7HsXvFHpeArgo6VVtypoosFMcrfTM39BzRU/3L2KIefKnsj3VV4vqxSo97bV3+6onflL1TFkuUUoDUKY95uQwlFcvlRm02m90A8xKFAhhXL794esl9ZN7V9M09+bdEJmygarcCRMXGXJ3dfdbpQQQht06MAXG9XseTTz55bofb9cVqdf8IlGpf1R9YN5ZZpakEQbNi2zw95vZULLZL6/RSbcJ7CJSubgZS5wPY56p/2a/VNW4rf3b6VdfRjhXhqoIj6umOxK7X67BewgbvpkgYHd0REvd/IgqweEFcGW013an0qNo9CTrKeVguCsZcJ/5/UOW4aZ1jtgwkmGYJ62DJ0zRuc5b1zzwVoLLz5vs6VPmuTapuByxcvyoT82Bgd2m4TCXc5g7AVLvcH9eBjBiZMet46dKlODo62j2Sz0uQ+cf40jH0yi45bSeuXmcT2C+qfD5qF6GXLc/OzvaPvWGFmDjZA3YS/qkBVopx2m465MCYF8mzrPysDnxzmm5apNIoNuLKSP3w2oNgiSxLZyoVkPH9ytBduY7VdGONwpshbjw46FYsOEXpcXR0VNqrEgdqXF8VEBRLZebLwmu0rOeE+SqfwfJdWyL00qPyZzx1hWkSlFR/8FJfx/SVVHam8lcg6/w8r/FxOCUKdNXDbjvWjODLQJvMxLEcdD7cEHKNP1TcqQUOIJXDTliFApUq2qprk4dBpoxxSR+qMaqY2CH1VmyxC9ITpqyONGLdqpzKNivdOUgoEJvYSnXdgTD/Z2Cv9FDMeRLwME36SmUfyFS7Niv2PGHgeU3lVeNazRq4jq4sTNOxfodrE5vmPa0U3pTMNJsEXYxMOEVkuu2i64QBKZCb5FeseMI+VfTDDlaOOAVLzsezCnXUbqlMdJls+EzqUX2gnCrCzzQ4AC5hxdgWxSIQ5FW5ih2jvnidbYDTVPag7KYLYG5spjJJ2xGHLi32bwKxAsDqzO2SNql8qMPSoKMCnKuns0u3OqDKYRvsCKDCKUyzYXDiytRmhzNkbjxHF260OgHB4s4IZ93VqQXFXg9dNlAD7QaUN5+yL/gdtXwkBvVcIpUjMFtVUjnZxMA5bVdfdx/1cmuRk3KrGZPTQT3ogt/VdQXmDvi57mlfuPa4dimWPQnQCoy7vCoQV3bQBUFXB7eHr3OAdPq7gI7kjhms0jn3HrK/1MvtUxjHcFkusWG9Xse6ijaojDLIahODy+PBqcB4CWhOpjGYlnU+xCEcM+K1a/WgQ8T5Pk29Jssdyim7vsN61D03Doqp8HWVf+L4E4DNfsl3CDsGxUG/ssMuTToLX8P/EyCpGB2XowCjIzodI3Z94sZU1cHlubZU/aH0jbj/BJ/awKvaVZXrSGJnjwrjEGCzL1U7T09Pd0SrY/GqXbgstFqt9s8hc1RDIMX/zKg7B+BIrkBwAoxVpJ5cX61We2ckVQe5slB3lQev4dIPp3WbIlOG3PUR50UW7srtnHuJTNifa4M7Y4z3sFwHsDlO6Oy5qz9lWhVg42fnhM7GOtBxbHvq7Fi3mg2oPnM+WemN97k+DmBYn2pHF+iqZxi6x5YdGXR+jJjG/c+SJ0b41cKH+FDqdO5tb+4JKCeotAMyNVgqbwofoM78bsmhcqDKYA5hx116t4CfAO2OwT3o88iHimNzKKyvM9xDdcPZF7OUTjeW09PTc7/OwfryaQ7UwwUrJi+qfC7HtYFZUhXEOiIRcX7D25XlrjldugDrAF2VvV6v917WXxGgJUGU260CQEWqnM7OtjvsQSzrmHpE3PtNPW6cU45pvWIlzJrxGpc1EQXGCAa3b98+9/6KaaTv2jwBFzYErCsF14uYCS8BY3d+WQEkOmcVDA4R1tuBzSHloiRrUPaEoq7lbEi9sZBtYPIEFabPtqoZE9u/6psqsLgjYZxX+VfE/tNyrHNnp5i+8hMsj9vlAroDZmbC/KBEF1BUP2Nf4H83a8W+UUualahl2wronaxW99aRNwiWzCYdK1Sd7JyEO6+KfG6NtwKSXMPBDq3Wp6cGPgEXNCrH4rNcdaZ2ulaOa8z4PcWt5avzjip9V+9EFCPDfpkEYD5/zOyCy+W68zOTA2VvOMaKlXbOw+VjHjdjQF1VmimRyOuqbAQc9mHlF2lX+MvR+Ehz1bdK3CxCLUepwOOwJtOrerMNvDzHJ7LUeHSzrmq5hJcqOG21RKj0WK/X53/CSUVTxXwxD0vniA7wFGNUHYqGdf36ddkBE0bMwUcxCHcEy7VHMWBMo9qtgFKxhaUM180qJuV1wULlxfGezC5cmYrVq/HhOpVT830Ooqgrg9cEWPF7BeqqX1Q7FJNWhAnbpED+7OzeS5Zu3boVERGPPfbY7td82Cf4qGvH8BQwK4BRunGfYXkqn8rDxFHpp9qZ2OH8sBpvla6SBGtuB85elI/Jt71VwIVSGT7+nzIkFuVgyvjyP+uDdbvAwIGD0yt2hv/5c5bnmD6uJWGfVuA4WXZw7NJt8nVS1ePuOwbKktfxFyOU4SqmrMp2YMCfK13Vf1e208GxO/atJZ9ZB9Uuxf5z83q9Xsdms9k9jagYoKoDN0SZ+al2s01XgKr6RoEz5nEAjESoYqQKNxxTdbjj8DHi/G/0rVar3RvuVDpV3na7vX8OmRuuAEkxZaWcYx8VW8263MadMm4s1xmoiqY8+EuBROnUMSDVPgfG6pwyp2Mm3rFnd+b5k5LOQSLu/WxXF4j4e6W7Cr44xm6zq5qWLmFLbJsVY56ICgyd32HezWYTn/rUp6yuJycncXJyEpcvX7YApfKx/yiSor5HnH9CLf+rgMS+qQARxzNtzgVGpQsv8WR+hV8M5tUviaiZ/oTZb1KJCv1Vw6roogZ3wpCrabCLXHmgugJEN6iK2XLdqAOXqcpasqwwZa9LANSd4sDPh2zu4Tp2B4pOD0yTAKn0wWscSFQQnQJdxd5wDF3g5WsM8NvtNo6Pj+P09DSOjo52sxp2Pp42K3bYgYoCLE6nfALzqB8VZn2wLh73Dryrfq58K+9XswAnLo3DBb7ulm1yCSIfhXYzBizXbRa79BERm/yNqTx8z5nVJpnrUBVZus7gDmQW2QWIKVhVenbBQzkJdrjSG8GGAZHb69qWdXSbeKo8Tl+B/eS0hypD5V3qNKrOKqhMHVOBNttmB1gTYbtJPY+Ojvam/VXZVYBBP5nohmkyYLi25x8SMiWY1ulfEbqK+LCuKcx2FbY4Rq8YaBW8nD1UzJrrwadw8xr6CxMV9B3UdfcuCwe66tSAiqCsILJk1xFLDD/rqZgMG0bqP3krk6qnYs0R/hV6eG8SMBxDcEsUXBfm6wLA9KSGEi5bAfmhgIn6LmXwbBMMHMzKlC5L6sA8DC75M/c4C6gAxAHUVCfXHgY3Ryo6cFP1dCDYzULV2HBZjB8Iqh0zV3pXBAzvu2Nsly5dsg+AYCBWpAwFcZZxdbvdxiafNkEGkplWq/sbLlV0xIqcobp8zikzjZtKdeWjYPRyJyYqo6sipdvkWrJW6wwYlwlQpicgqnRu028iDshVEHd917EP/q72MvKzKrdixJyex9o5L3934Ib3EgwvEqQUoVHBoQJoBDQGOAS+btZQBYpJW6e6Jw5V9yuA5rQ8Vl17VLmufcx+WZC4VD+csFqt9o+9Iai6N/9zwxQt54axqClC5Sxcp6uPy8XIpXTHOnBdTwEk1qWiYHX6APOpa+6ExFLhPjzk2FynQ1VmOvSh69SVPhF6BsBSAUvq2LFCtjFlV1he6olpcbnA6cEyYbwcHFw61ZZq1ufKrVi9Yr8qndPHtTX/MwCq+hSW4Hf1mXXHul3A5e8qv5o94vUuwKxWq9jgG4tUxMQCuoGqpDLqpWXgILGR4Zo36lw532ql19EUE6w2yCqW7NabqxMSbj1/CqxTUEQdL7IpmTaED+pEHDbWqg4MfFPby3Gf7I8wUCtCkOn4XgcEij1nf7lNogo8uI0sCgi7AIH3HBHCdKi3A0alj6rbzXq5r/Caql9Jx4jdbIB1dGNYXUtxs0bGsg0bpIp86jMWyMsVncJKESdqsLBhPFDVr4XwwCjWoUCUI58Std7LAId645qUWnNSJw2q+p0+k2WTQ9isMtwcq0uXLu2dv3RGvlTcyQvWIevEa/lyIdSFN5IwX8fsOiCoAIiJDxMN5xccCBzbmurRXcd7ql+5DypCo8qa6oCigoTDHRc0nT1W1yt9Jn3scIn12m3q5XEOVKiaLrLxuKjHu+8ds1ZONnVoBbaKZfCMAAVBk0FRAQL+z3vMIpRkIEPQxjo4omL6JUsbDuQnUvV7NR4Ixg8CiFm6mQuLIxXcv6r8qqwITziUKJuoQFfV3QEXsm6Xz5Enp68KAi4tg57CBc7H7Jxn4ypocZmHzCKc/qp8Tpc24t6BvGRTP+vYbn+yqccGy8CsMju2y410BtyV71iFSpv3u+kIgjPvfkec3zhiUUw10126dOncNZWeHQWZ8nRj0J2UYF0Z3JeuKR8CplOmcxFRxl71VRVUqlnhIcy+84VJeUvAoVtWUOVV7epmBlw318PsvmKcCoxd3R1eZHoVANIGHK6ochwIJ0ZUjBfFbUpjfXsEDpV1R6QyU9fJqhEqfdW5bpMQHYedSA3CNB12RoI0R8HupEMOesVc1QkP9WvHmc5NxacRtwPbB7Hp5vo1Jfv2QW3wpVQnRNT44XX+U3sHqL+SKUvEcnBfg9MwEFTskK+p75VM/ShtPu93SwXZDlWu06PTk+tEwuPajz6FwFcFBodbWG9FVLN8xkc102e92f42qMR2O3sDWRW5HWgza1Rl4HSfGQ+Dp5qGdgCR9yqmOGGNWAZ3/gR82PBRMKIuYYIV63mQpx5Q1Fi7cV/CNrkvMS+Xw2PH68ts8LwUpJiOAgNklmqKXYmyxwmzVWW4+lA3PuFRlVfNRhOEGEQ4nSqn6sNK3AyVWSrWifWo8ayYcaU/fs4ngrkdq9Vq73wyb9y5jTzV5gj4Tb0u6uVnjjbslGy8eA0/d+zDBQbn8K5jMWpHeAB0ctGjaCgPijEy2OSphuk0CqVz8ENFBU68nqLq4CWZCvAncnam37ClQMmxWCyrIgNT6fpHBTseE+dfrlz2iwokUtQsmVkzBwsXgNz9CZGazgxVufwZVwNcneirvHrAeU5PT+P27dtx7dq1c0f1qvHDdmWZG06Anayec8eBVRGqM9bKoRSYolR1qXK4vKUbYoo9u1MQkyWCJZtr6n61Dn0IO85pabVE0sl0bDntRaQKFtieDFhoB6oPMUgqRuNmZl2bpras2qOITVWfY6sOHLBupacjZhNmr/SoSBjXEdEDMAYFboPSQwWSTg+3Ycz9u16v48qVK3szfBWwWC9sR17fYIJq4NR/NyWpgNgZtlKcpSq/0psHGSMerzO6COYEQRbFrTlPd14VkPKpjJSLMFkFxksljVI5/0UYuAsk1QyM86nr6gSCGj9lZ4plMjjgPdWm7HMul9l5xTgrqUAb24ztcO104MHldv7sWHElS4JfJZOggADsZpo5dtzeJERuecKdHMu02K7dOWRVUSrhIh5XnrIkUnNdEfU6s9Khck5nQCnT0wbMsJzuqL9LMz2uhp8npyS4XzpGnunyV1fyN86WSMf8lF4qn0o3AW0cS3wpeBUg0UHYMfiemm2xE2E7VX4UldeRmUmgnQCdA9JOnB+5IOFmsB1x4v7jNKoMdw3v8Qwp7WJiU6vV6tw7jt1yF9pbReowgLs2rDMh/mfgYEZRNYo7mBtaidrEU4PPkc4N/EQYqBKc0DhUWnWkzX131y6ip9px5vZPAkAXvCbipoaqDpRJfZ3T4efj4+PymBsKzzRwvPk615VvRsx2clm8kViBiZppcjr84za4NPjfjYULKhVzd4J90Y3r9L5rd1UW6hFxb6yOj4/jww8/3OsvflEQkxhM42bebOvK9hDHMo3q07y+5sxOOTUobuqDHaPAtIwQgtpXDj0ZtKyXO0fVx8eT8P9Fp/ZTWQKMqCsGyiVr5ZcuXdq9pPwiohgug0QF1JWNqTHm7/k03t27d227l8yOFNB2wTeXI9BhEbxdf7BjR+hjkViGm50yo8d7qj+UvXVBItMwWKnpelWf6r9DZgYsOQ6bzebcXo8bc4UFEfu/ncfjhZgyOVGB91WA3WnAEYEjASqhojDeV/ncdJUBBPVhB3eionpnaM751XQby1KgjEsDS0HbBa3pOrOTCRBXgelBiBtzxTorhjapB4EvZznVMk1EPROsgLhbkmK9FRC42QTn42vc5opNVgDs6uxmM87P0McdgCNAM05gnu4xY9bXBYUd6/zJphtL2gn+wCv3AeNFhR9OP24vCtve3rssMLqysELMmvk/l+MAVq2LqkiDjcLvylHc7qiTaoMPHQkBV63rchmdZB2TcpbUVc0qnCwtyxmYAg93rXLcrt6smwEijwBWa3pK2GaWrvMrQabKoKzWuJW9YvpquWG6WczC/sp9z9iAQQxnA4qsObbMuvLMQK25KtLiSBcLnkJCjHGzdbbtql/dbIHFYSqWvV6v9x8MYcDNNRGF+AjerjJ3DevD3eYlRsVrQJlffecjatym6tQC6soBYAkYV5tyUxBHY+qm2vkzQocuQyhG1DFe/lyVqwK8KofrdOWvVqs4Ojo6Z5PTWVbKUiB2RyNxR74rS82sup15/J56pFSBrGLD1Tiyv5ycnMRms9mrm32FAwXbPP7gZ+VXKFiXAnDUIcvn8tw7iSczBU6vGL4qC1m7wp8dQ+YKHCBytFf3VKdUaRSgq85RbGAqDMaOCTHY5R/PIA6VizDpJcwn+zSdBa9HzNtwaJvVca6qfmXIzm4wP9eR1/OkSN7Hce5YTKWHE2VbzAQnm7xqRsTldtLp202l3ZICAh4vzykw5LcY8qwlBZ9+47a7Niv9sH1uRuGCG4sCWGWzKui7sh27V7rtey1VVi0doOJuycNNKSpjV/c6EFZ5eCoQcX5dEAWdaDoVmkp3ZI13Z7ktS8BcLR3h/wnIKANS96ugWYEfBvcsX33mdKyTsyO+5mY8nUwZU8TyUzS8POeYNt9DAMO+YfLA+lfC4KAAidMky6yWehA8mQUrn+B8mNcJH03bbu+dtlmv13H58uVdWRhw3GyCl0EUnuHMTtmnw0q+hoJEd8eQlQPhtKsCDFdRl54VVpsY0ylw5q+WAbrB7RjEgxK3RFJNySvB2QZew7L5M6arQE0FJzTGdDTWPfM5ZtKN8cTQnXT3OtDidl1UqvX/ar9DLVvgNdad07slQNX+Sg+eXkdE3L17Nzabze61vVluArV6v0P2Q7fciEDn+l8BadaP/qSWOJRtu2UH5z/YbwqcJ0DM7dlut/cenVbshqMBZ1TONnHsKg8aEBvwhA1166udc1VsDHXIOjh6YtqKFWP+HNBsN77GsxIcJ2VIPBV0YKzKrOrkstAAmRlPAnHV31Xdzrg5HS9VqPzKBzr9p4IsMcfcrRlX+ad7DsysHdA4X3NLJ/w9Ty3w5lyn23a7v/Gq0nf2o/JhWp4pOCae+Soi2d2rgrsiH4p84f2NouGuodxoJeyUaNysvOpwnuaohmJaxeynUkXHFLyHTp7fcx1MzS4iZlM5ZzwJciod6+jaVvWjAkXHYKessioHdZ1M7ZS9OLaOdVWEQuk9uXZRSfamfr14Ig7olH3wxmJHVCbr1Ipto21P9zlWq1X5RCjb3enpaZycnMTly5fPLZNkmo7FdnXkf2xHZ2tYVzU75c+YVvYpAjECnKL1qlGuA3JTDEEFlXcgyGnxGpelFu6XruUp4T7IaK5AJNvpxN13TCnv5X/VB1i205+NrgJRB1pqLJzhcfoKeN24qmA0cTCsS9Wr+lPp4/JVuqvPlXT3J8L6KttMcayaN6+d8H2VnoFZAbezdZYcw7Ozszg+Po6PP/443nrrLcs+GWMYYFEnXs7hP+ynDoxdUHV+NkkX8ROGrBwh4v75Pcci3HSdo8B2uz23+O4URT1cRGJxyxydKPY70S3i/qHyZD1TUczTDVg6G+d1050KGFkq4MnyeQMJ0yqWofqQGTqOK352bVIMA++5NVLuAwZ47jcGf5aKiXHdlTwowoD2ocqcMN4IzbBRKlac/zsipDYoM4g4YEvsOTo6ip/+6Z8+52MTVqwY/LT/UUcFnrg2rXBK+XklmWd3ysIxoQRs3pl0dJ2VYDbsGojlcoA4OTmx7CdCd/J0AJZOT1Of3Mk9Ojoq07OxLhmcSodMh4EP83J/udlI3lc6qLTcDmeI6rPbjMK2OOeqwNvpymlcv6vgwG2o6unE9bOqk+9VZTCZcnp296q+qQD35ORkbz14clyN9anW0rsysRz+7jZRURRJ5NlAZbMRYW2S8ygywCdtVqtVbHgKggWfnZ3t7VqqQpXRuKmJY1BVIznvFEAfBBNBwR3ifOiieg+x00OdOlBMpwNJFUAVGKu6XB2Obau0qg7FbFnXSbsq/fGzWmLD+9UsRrWP7btiYc4X1HUXGPg/BwOuLwEsScvZ2ZkkBFU/T5k+tqlaGsuTFkv8Lcemq7+qG4XXyiPql39hHZif0zPDroifA2xk2tguhZXb7fYeIOP0DjNURjw1Vu4ALsM5NV4/5JcwLiJKf2SgeQ6zWhPrInveR4bLpzcmLCmlA1pmfaqNHCBVfUvYPQMTf3b6OONGO+X3ruBfgnUyuAStql8rXVHHSXq0bf7M5XJfqH7Cuk5OTnbMsSI0qu+WiOsfTjPdzHNByQHnlHhVeRVTdnnQ71Qavo9gzu1Q49L5QJZx7sEQTMAFViCKDu+YQ1eHu84siFmlA7+scxLBs0P5RSNcXgfEKTz1woFTJ0kyDwJ/B5jKyVlfBobMV4ljcC6tAnjFHJyTV/Uo9olM0fXDanV/N7/qtxTlWKyDagO3pwLZ6poLFqqPlI8pAuXq6NIsSe9s2ZXLbVT+i7OBiQ4pOPXH/ykYrFF/PlmBujlROmV6HAdmx5yeA9LGASWiNnfMEierol4F0qosNnq3g8zlZXRTOmQbM51yKi5vSfSuwNuVU7EZ5aAVg+nq6nRS/daxMmaUTreqHMWyEXxyrNLgOR8HBGVLS2TS5kzXMVQ3O6nuZxpkpUvGt/NdvOaCSyduvBNcud7J+jATlk6vJEwIhLl0heUh8XH1Vbo4cQFd+Yey0Q0n5EpZ8clATQAbFVMyTcf18uCr8lAqwOQgVBkqt5mNbXpmE082KD2UKAeYOpMCPhcAqxkP6pJ9tUQPpRPWgUeY+OkwB0zIslyblV2z3iq907sL5tyuKh1LZde8JOB0m4zHIWNW5XXlOUK11FfxOr52Ndu7Wu2/aGiyNLL0CC2m5Xd5ROwvnzgs2G63+49Oo2QBSL+ZmeQ1NVVgp3VTsamgo1dGf9EO5tMZnSEfcuTOLWek4AH4qs1dm9w0GK9HnAfjLvipmY0C0UlQRf1cvbhEccgMAe3RgWsF6lxGVQ/mc98noF7NLpSwbpNN4gchCDSpe3UuelomYowjNiy4ZIBjnbKE9aslxk7UhiLWjW+3U/cjfvI+ZD5TpxKrPyxIiWMc6tqEWThQitBrUZOd1goclc6TA+5cL37H4OVeoj5lDE53BVqqPAU8U1CuxquaFldgw+C6Wq3OjYcKkI59OrBO1lwtmXX6o21X4Ms6oVRLF4cA2icFuhEamLLteYoFwdnlSemWH6p8fByO006ehJySmTzWV5VT6Tshknvl5VEuZZxqQZo7EStzkZGNTLEplqVrfLjBl9PaaUREkK2iHIMxTn9cenU0Lr9jXdVRwUkbeFOEBZcRFBhhPscK1djnfwWSE70d23ZLRFPCwOm5DR2RmALjtJ0TsH+QsvTYZ+eTCowj7tsuk4vKjyL6tjt/Sl0c8WKdq/Zgm11w7vRE/8+0zhf5M8/6IuLeTzhlZJuAICuPBl+BQjU97Iy1YqTVwDjgmQiXq0CToyOmwXapNUy1PqracIgoZj/J050w4PI7o63AW5WN5anPTq/szykIsf1i4OFlDc5XrdFyO9z3/2uZLEEtZeY4Lmm/bNP4X+Wv/FNdZz9jpszSLZ24e90smJeGshw14+WTU5nf+cB6s9nE0dFRHB0dyd3b6dQOrzOzuqhwI9USQCWHdnxXPh+fQdlut3u7uyqfa9eDAOXUIcLPapQhOwbJdjAN3qp8VRcDolvSqgC6AkVXv9IVy5raPuZbCjR8/ZDxV3XiOFc6PQhf5SWcKkAiu8bvXJa6F7HvP0tnAizMUid7Qkle+JdHsMzqGC6Ww9fXzvkwA35W07luuqiUcPeVsIEyEKoB4jbg7jwfi+Eycdljic5Zf8XaK+bwSTJlFdW7/u8ATgE0X3PBoFt6wLT52a3v41hXQOpAXdmxqqcCCvaBSUDAslD3Q0BG1ZnXeCdfBdcHAchV+/nYWxfgK9t0M9VDpPO3JWUjwculSpfftX+tnI6ptbue15QDOXFOWslkOcV1LP4CMdbdgVE1hVOGrsStK/HRLbzOaVWbuussiinzI/GcVuWZTsWZ9ar7Ln8F/AocnVNPguh0JufAbiLT5aIlZS6tyxEoxaiXymSWGeHfZVHNRtzYqiVCpVend6efEuW3uUEZocdQLWOmMB6t8Ub+VwODzEYxHi4n77EsdUKVZrqMoKSbdrOjY/vU1E+tLzMjQVDGaRpuQvL9JW3qhIMml6lmSJWjYDosQ/WtY6V8v5ruq81lDhgZ5CY/Ie/qUXasmGTXL65ebI8qU63FLpHKRxSpwnvcxw+CNXe6ou+4WRPrWpXFcghOdJuFSpfUv9MV+9T1tXx0OhMqRtw5Wieu41UdEXrjrFrET+mOtGSadGD15qeIfSPnM9mYZjflEPqybiiHnI2uyuukGis1jaqA2313QDdluNifrBOOGRs15qtmNk6vSbBW434okKDeSr+pOLuv1kN52UD1y6HMF088uTRZz2q1smvcqWO+IEqJGoPuhIbSkfVU91W5FQFlm8Q8jK27PmdmrM4HHjqVWlIGKlhtlnXHu1SeiPNrWCnuyB/fU3XxevXkJUi8hqwGvDsOVy1tXGQ9jadPD2KKy7MqxwyYpWH5CBB8nNHN1pyDT9vvpqDqu2OT7Hg8O8n7m81m99a0SiqgrPxECe4jYJuYoac/LmHL00233TR9fe8HSVEftguun31vu9VP6B6ypML7UlmOqruzM0cQOB/M9NZ7DXYGrkC6+u6kW9Ig5SLCn4FMmXQ6b/hxpKzAHaMYG4rSi+/hdBTbs3RKpdrJhvKgljd445OBrhtvNwvC/50euV6ngBLLVNcPZZuONXLZri4VYLt+ysDPS1iuXnfeVzG+Jctgrt3YviUng9gH1OcUPo3E/ejsXo2zOmqGuqtZ9nq9js1mc+4aYpDy2yp4K+nSbFTnY6WKHaGT4pqoq3Bi2OhYldLYmc5A0TjVNITbt9lsZKTDp49wmqyiNdbp1pmWiFpXVlOoiwJwJ920PGWSZmq4GPw4ILgynT6OAFTTRlXOVNzsrtp84mCtwGey5qnK7tKg4CxZkTFco8/fkqz0cMtdk/7EAMXjVOnu2uyWEHHc3TILLmcqe+RlJ67XBWZlc+ssLBueA4FLFwzKPDVUlU0Fab8DOr7WCTJUteFWMVu+jlMm7nRm8qmfYiZuHQ/1UjpwXiwf832SgnbhmI5yOBdc3XSN2YYyWK4HZzsVK+d63PKLmvkpWTKFd8JLNCk8tm6NVYmbei+1E9xbybx5YgnZrGPgrk4mcFWg5adcMa3zJ/RJHGfWpRpjnsmyzWOw78bEYU1+Zga/Y8jVVDTBWRWiKkJZatxYfnbqhAk6FsntwHKxbucYbl2TP+MOea51oi7dxosqU6XhKRRPWT8JmbLVqShQVbOliBpIulnVlB2r+0vacKhMwHLJuLqZIdbl+hrzYv/wrLLSmetVjFMFzympq+5zu9Cu3MwH/2O7ePmnwhRuBwecJXqvVqvzSxZL5UHk7xSeGqRao+WpDAeWagrkGIwTBl/H7tFw3TSJ81VpuvU7dpKuz1mmALx0eq/yugDObIeDBJah9OUZHkvldJ+E8Hiy3gogXBnqmgNSNW3m+ibLIJkvp/NcrwsMLNMg74J0NWPjtqplCsYHTqva7PYZuvsscskiK1RrIG5quUSmU62dQmJJge8tcRwcyGrzjgWXItR0vWJmmMaJA22lf+ruylDX3AbfIaCjlnL4+kXAWAGxY7xKFzU2fI+XJLisLvg6u1tij2pGlZ+7cpeMG07bucxO3J4LCwa3Q3DBleWEZ8143QWZrj6FeSi4MqD0wb8OGxyAc/nnziGrJQPOjP8nTHOpuM0rZxxTUFPTCdSxWx/FF08nc1fTONzcU3mzzImDVP2nlj7UlJIdazImWF7FXJeU+SDFEQi8Pw0S6FSYntuuWF8V9Pge/5RYZW/M4FwdXbvUTGkJC+YXuyt2qmaxaP+sQ8UeqzFT/qvWc1UZrh85PabJNnB7Oa/SLeursCb/sJ4NFtYJU/uLsCKsVxl4ZzBT9rdareQLfpxhufZwx6Mek37AfEsBcSKTNfYla8z/11P4SrpxcUzHgbIDhCrQTOyyErWUsFrd//VoBmt0cEVQlKhgPM3L9zkAq+sOoCrwi4hz+ytq88zphTopYM5rTIC6JQSciXZ1LZHK13FsYelEgxhHB76vmPNSYdY7AYBUHpcvuBzHQtSSB0YyNZ3FgcSD++lM+RlnE7k7vGSJRMnE+bv140lZTscHsUl4kfandNPGpXkVo8L/+VnlnfR3Z9doh5vNZvdQBANp6ul+NJNtlf1BsVY3g8JjnVV/q6UfrLuaUSP44K/iINhzedyvrE/E+fHrZuvVOLulq9QNwbObUVf1Y3mIPxsFQtl4fnLITTHUvaUMbypLy8tGu00NjKwcZdW0UUVLtxSCg6fqdDJlpor5oCO6+lkmY7iEYVes1aU7VJYyf5SKITu9VF0K+LIMnM47QIzYn4HhkleWg4DNMzq2TSYcyRa7oKzsmBkx40R+xqdacakD06knERGgnZ1ivyGAV8sBzocYRBPncDbF/zk/jwvrwD7n2DzqvMeQOSooB1XRANdBuHOqNV8nk2l3JRhd8TuzD7e2o/JVYJwH5VVQU5+RKah1N/UmqartalbAs4BDwTjLVEzvQSxlTH5m51DB9iumFaE3Aw+ppxJe5lL27Vj4JFDxDIzHkv2B+0IF8WpWjPVw+tS5Y5vdrAZ9pFomquxWEUyVn4OcmtE6UuaILOap6lWg/hN97i8B8H8VEVH40dZPWjrAVp2JDVdToxSOVFwGlnV2drY7IO+mLtV0GNeelwg7Fq87Tjeb8DMHK5U2y1MO4pa8OqOcgk4njrGyrmpdcKnddlNoBLzJDCEirJNj3oqRVWDFtolLGdwvajzYRhU5QUDOd3LwcqfyJ9W+/DzZcFRlq++OVOJ37iM1A0BWi21wds7Y2c2+sswNR02VMAthpR4kCHdLHB0b4V3gBE183JP1j/DrUJwev6sNjpQK6PHakqk2Lz3glJb7Le9hHncahOtQG0Bq84WnkEomLEjV/0kI9slF6pjYJvex+kl4txaKgg6dzqoCnQo0Li3n46Ut1gXJFrP9CmSdj3HbOnE+z3bqymJQVGDNhA036bkvXZBF7OgCsQq2qOMap8k8reaC1HSclUqpgL4LAjw1VgCoGA6XOV1HctKByoThso44uLympgyYHYBZmEqbwQnZRgdEbORVerc8wsIMzS0ldLbwIJZIqmDE9R1yD9PgMhb3Ke9lODDGzwyKXLbyhQ6M8XMFWFVZ3Sxjcl3lx+DpZnrI9KtlhkpvhQNqnVsRua5dh8ompxgYiZlhddOEDhhRLuIQHZDiLu50SsxTsrzG0xPH6qr7Tk/Fol3bFLvFsepYW8Uy8H4F3MgwXZosC++pPlmyxDK554R1uQiod+3mehyL5bFLYftR4ItpMd1EVGBgffL6BJCqejuSwu1XgQnBEWd4qj3Vuny1fKG+Yx4H6riUO5FOB7636d4vW113a4EMjFwpT3/YiXFXGNMopuwGzDFYXCOqph6sK6bn68oJp1IZCS61YPu4bhQHPF2ErwCcHZedGwO4yu+AUX12m4g8xli3O+XAM4aqrq5Mlmwvb046m1maBqWbLnfMmNOwLXHAdfoqG8Jr6PeqnZi3m2HjNUcIkXipJUhn8xWgVjNfbtcSYuXq4TJ2x95UBhWd+boqdMpOmaUhyKv1TAdeKqrz1JDbxdeUoahB5gipnKtiP+66q3fKvpUhOQNR4OYcRDmpCxpV/RdddnCB4pCyJ2vKFdBH1G2rxpvXDFUaBt/pUkIF8mzjaAtKBxbl71ym8kNsc2efrk5+1afzV6d/5z84M1CBhdO7Nqo61binr/BMYLvd3l9DrkBZNcx1SDYQzyVO1i9VHU4P1kFd56CBHaCmjKpONvCKMXc68f0qYCmnZMkfbuV8VVn5nV9r6AyPg68K0K49ztkmgbpjay6ocpvyO5an9HX1qfX6ri+duD5kcYHN5VVtZjCo7ELNOl29E4LWtQXLdcsWDmcqgFytVnszoSqYcT1ullkx64m9K30VpuD3jdrUW+oMqjGYxzGIyVpzxSS4vLyHaSq2oRgwfsdOni5J4K46tt2xBBZl8Cl8koTTq2v5uVprw/ryehqPmoZ2umMbWV/F0rry0tm47Ak7QkHWO2Xuqk0OlFgHbCOTAyxrSZ8o3VAXpR+n4TFdr9fn3tOSunBbnK+xXhV7x2udj+GJIuzDHEueUTsgdnrk2HXkLtPyf2UXOcZMCrg8hWNyyeLs7Cw2m82iqO6irZtCqMFVIOqMI/M4cYCtvlfXu+jvDMoZ8sRZK1aT/6sffayuq7FRAJF18BrpZNqGn6vlK2WYnH4SCJwOKl9OD1U/4LQVpZsVVXq4dnJ6lVal5zFz4FcRFkWQ+Fcx2O+Y6HBfOKLD1zHYY9oUDOBOV/VZyRLy4EDZtRHvV8w5ZYqDm3QAvMiRRmV0u40YqZyh8TX1XUV7FmX4Dqwd0DknYYdwTsb6clDqpjGV4ygdq03Srh6ni5tNuHX4iTi9JvlQJwUESie0lw6wWEdm8AgIHevm8ioHZd0qnVQb8VoHTM6mlV24Mqfjd0h7nH4R/mQRg7mqq7vu7EhhXF5X9xyWoC91dfG11eonDDmnMRid+Cfvl0QmJcyip+ldR6EuqsNVBMT/FZPige8Guiurk8pgEiAYcFx+bgN+577kIFLp1gEb6rskTTcurD+W0QFRFUy5XgZ/pbPTYRIsuH0q2CtH7cBZ2Qv+V+2vxAXpLn1+Pj09PZdP6YnBHvVT67nTvuDvqt2uPdz/mNb1neujvLZarcp9HmUnm+yA3CTK5YrceVTHyVCZFAbyajBV41lJrqeaLmC5rrxpUFGgmqIW+7Hc3A2u2u3amOU7o6g+V86HwcUFKgcG3D5VpzJGDqYslR1Ngz2WkUcZXQCalJt91AUEpzfmcQHHjasDgYkduYBQ6TeRKYgr/3N25nRRs5nV6vzbFV26zpfVtW7mVQF5NyNw+qSdVgFrk8+f409gHx0dtU4y7QjX8ZPIWx25Uk7flVs5jEvfgTxLdnqy2gngTBzFtbNyPBe9FQC7INFFdFe2AyKlpwMfvI6bOFy2amelW8VCq7FVwUmxXyVd0MTrnX1WY1I5e6WTSst95gIAj5Oq3wmDrNrE4zpcvxwirg4H0m42qQhOflfXVL7V6ienLHLjBkGQkbxyctW4CiSq66vVyr7gg9N1LA2/c6cow+vycvmZ//j4OO7evRsffvhh3LlzJ5588sl4+OGH2/OpDpCUkThH4XKqPusCBC+NdDpwf6g2Vu1237HOCjQxvwPptCesZ2Kbzh7ULKeyjWl7sWzXTh4/19du1uhmdtyeaRDIuph8TMGTAa7yNSdLbIuDHabpjt5iGZiG7Y3zV2Ol7m/W63VcuXIlNpuNfOoo/zN4sCNP1oYV+E6AZtKwqi7VidXAVYbO987OzuKDDz6Id955J9555524cuVKPPHEE7KsqaMqfau2sI5VO1DUEoxyAKdH9QSVYjhKKh0dQHIa5WjVk52dkyPAcP7qTD0GAdZbpa2CX1UHimPaWJaaEaxWq3NvC+wCUgWsla86+3IHA1w5lQ55rwru+J3tl0+ZqLLzfhUUVZs5v/PziLj/tje8qc7Ouo5QJzIUgHPFKrJg/cySq4Y5UQDRGTznV+3AMtfrdVy/fj2Oj4/jo48+ikcffXT3CxCuH1Sb3Hd1T/VN932StpolLNHZfa/qUfdcgFagqmyoCuIO2FEHJS44TvpbOSm3A32RdeO0yqbUNVWH0o3bNAGoiixwHeqa6oOqPkUEnN6qLgxGbsbo2uZ0nuKJ0oU/b1hJBko0Nmd4CE6q0o71qu8KzDpjUelUezAt58XPE6OMuBddb9y4ETdu3JDpVHlKJoCFn1Vd6NAVI++cQM14Onap6kIGdqjDVmm4b6v+ZYfG9iigc2CngkjVNtZT1aPKqJiY6gfurw4kK3btyuag5ezLEZBJ21xQceUoPZYw787Gunv8uQpUmE4Fxh1D5gGaHOivnj7BNBXLQaVdGVMw6vTF79WAOp3U/RQ3fcc+cPo44HR1qn7HsjJN5cRKD8XOVFoXdFy+icOhDlUaN1NRunY2Up0ZZwdz9bpAy+BVpanAsNLf3eN2ODs+BDDVZnUHPkvAuyMR/F/VUQXUysarejo2XAWBzg9Rv40CElV4NhCBNo/GVR2owNVFQGeg06lBFxmrDlOd7hy/0m8K8O6+0skZa/eIe9UXTthRJm3hvB3zwnTOwSdgrOpw9lvp3ZW1Wt0/X1sBlSvLgVQHYKiHKocB34G+80+layUKoKpylJ8ssWkFqA5wl44t1+cCVVcu9rvDUicKYzd54eTkJCIi8P3ImYjZVn5XL1ZB4K6A2snSCFNFVLw/mf6pzu+YbfXSmkpPrs+BG6armLabsnIbWB/XVi5D6eTaNgk2Ckw6ceW6AKCcv1qKUXpG+IcYprIUJJS9VgFwWtckneozlX4CgJiuY9wpE3vodFmCFw7cufyqP7rZk8rniMPGDTIbL06DkxlzJ7gNiQlgKlGA0hmKK6OrY/qd63ZO0RmyKr9yMNeO7D9n2C4PLw107eBr1WxBfea8ld1NRc1MVBtUe1TgUnnR7lWbqvZW4vTCa6xv1TcMcqkP/u/6HAHCjTGOX2Wvqj1V+yuduLylPpf5XSBw5ak+nz5pzDo5PbjuzaVLl3YvEmLW4hrl3sTGu/9d5e5aJYo5VGUuZTNVuVX5E2CfRNdK1DRX6eGAEL/zta6fqkDIzlmxjqXjzTpUwOv6QH0+VI+LjmM1I2I9DyUdVdBX11ybpiQGr6nZRmU7+B1fn1ktAfH3Cqu4X50uDjyVdH3b6ebSbrfb2Gy327214PxTx4a6wvmhkqykU9qxgCrKKuDhfIc6nQP5LmBxmzuWsFRHxVRYNy6zCyyufixf5auM9yLMidN2+VjP7mxrxXDcNNKB+dTO1Iyqsnnlb1UQVvVVNtz5kepPLsfp5Px+ErDURnSFPc42XHolh5QxBVmFZS4A5OeNqmAps5mcyMhK3cAfyqCq6e8hokCV/7ud2kPY+EVl2m/c752DTCL/tL2V0VezqClb61ilY4NOT9bXOZOrQzF15QdqHDowncwQ1UxqCUnp2qLSqTJcvavV/ll6FbBcm7g9yo5VgOsCWmWjqixuXycTgrZer++/oJ6fVMm/DmyriFYZQcUMprLUuJTwgFVA23V+V86DFBc4unR4bSLdLMTp1oHeIeON+StdJsFpyfgoh1eg3TFPV3/FdBUAdMCoxtkFpUk/TMZpKUi5YKXSoA4dW690d0FxSZCZ1NnlZ8GxkO9DZtbB1xKouRIHxhPny3QnJye7x17xJfmfhChnUs7mGJMr7/9SpiA7ZYkpHZt1wKjqcSyJg6HTo2JakzJw/KoZlXJ2RxyqIDAZk4rVVXmV7h37nbahEmaTil1yOpV20g68vwQ/WN8KjF2+qvyqD5bmRz1Qhx0gK3aMnYIgzIVNjGfC0FarVRwdHY0b+aBkwiTwuwo4kzqqKP5/CeYPihVVeRzocf1TI+8ArBKeHiubnQbZDmRdkO/yc/9M/GupTigOJLuAo8YLA50Cf9dG1seBL1+vCJMjhZz+ImDq/J/HX7Wby+X2r10hCr27F6ss+Z7XJgb3SUlVb2fEjlW5sjsWuESUMU+mwE63aTrVJqeLutfp5hhqlX5SjwuymRd/Z2/pzEEBrwM7njF0ZV9EXNDhflGgwP1atZnLcUDOsxRVTqZjG6rsvSIB6tohWOOYbZfuENkwujMrRnEPiKAs6YDJVOSTkgkwOMOZdHwH1BcZvEOD37TOQ9o3zbOkH6v71RS0chgGBp4JTnQ51B6ms0mXpmKJnNeBnaubbb7TZ+l4M85MGKSrs+ofvq/6rBJlPxOcmtjdZAa4xndZ8Bv68z83yBnWkoZzI9jgKzaOMmWGznDdvW4aeBGpGNQnIQg+E5nogrObpQDeMbAqX/7HupXdcR2qTVM26GyUy6h0d/m6drtgM9V3wtYrVqv67CK26sajY8VVedP00zFy7F/1ixunyWxS6bFhx8LvWDCfS2ZnWCqKmS+NZpzuUBBVbKMCmyrKXYT1qanYpI8VE0GdKuNx5eOYYFnTtrjy8zsuE6gynX1VID7t20kapTMDmdMb82AwVEBZtUf9NJXKo8aIgc+V0fUHy9KyXEBR9zsmyTjBeKGCcFXPpL0qCE/bXJE+vpZpN2dnZ3FycrI7W5vvslCCL/3OQhgMsDPV44l43zGWKbBVoLUkWFSOz/q5e9X1qQ5YR1d+BbJVns6oqvFU4KKAq3I6BmNltI7xqjLVdce+uEylg9PZ6eh0YqLQ5VPAonzGiWLP7nPlGyrYTIBFYYFKp8qr2seBRbWlq0+1Q+m/5HqW1wWtatxUus1ms9l7SZCbkijWrK5VlVYNXhJ9HOurWJVyikkAcIzI6Yb5lqRX+TrHwTR4kkCxJM6jyloS0as2KUfIfmTWp0A/80wDXAXs7p5L69rpZgv881CqjM6p1XWna8UMq75AkFe+UAVupYMTp/8EqF2+Lkgskc4HuA7XT+hzrk+6l1KpOnc/cooFO4B10SrvMSvA6wr4nJEzo3GgOWVNihkuYc/VPcUMOibd1YPlLmEdagzYWfGeKksxjy4oON243C4wcHoXfJfqUgXULjhNAnYnTrcJ+PI9FdBcfUp3/lz5n/O5aaCvGK1Kk+1zUo1/hS2H+COnr4JZFVS7utm/Ntvt/i99cIfzgyPK4RUYsULVlKBzUHVv0tmT8hgsXDoXGJTulXNN2tQBSBcMMTJ3kV/ld+1DVpjX3c99ufGYsFZ1zQWTJTaj2rpk9uAe91XjdUggqe5l/fh9YmdqXNQ4VLY40ZtnCpym+7xkpoBjMRm/DqOw3KVBX9n8hMA42bgOROdDUOb0auo0Uc4p6QzFAffSqFflORTAK0BR0xUViDDdUoCMCLkuqx6IUOBRObZjCfldgZQLclxWN3ZVsGSAwvIrm6sctLILZ3Pq9w1V+oqYTETpzdIBgepzDK48tjm+2+02Tk9Pd/Xn6xYUHqg2O50qH1JYkjoqO1K/fO3KxvpdnyriwOVhYGAS5PRwgTTzbq5duxbr9Xqvwzs21ympOg/fwuUMX4EuG8iSSDRhUhVQcV0OcKp8XcRGUeDmdHb6Yl4FDM6RnQErffPXYiZ6dtecPm7qmrq6+50+LtBwmiXtckF0yuQrqQKiu94FAPalqs3uJ9hUmyq75zTKr5yeTvAe/qJLBeBKNxdUOa0iN5ymCwRZjlp6Wq/Xsfrxj3+8TTDORBn9cjqKZ5VxYDCKKENRUUYxQydsCFPAwrpc56gF+QmQV+DF+bhs7rvutAFL1eaKjbJOmL6rtwugE90meVwfOJtaWl6lS6f7ocC6ZExdP+e1ZKron27moK51Y1uRi7yem/+JFwkiTm8XOLge539VoHBld/Xy985GOM0kvSsDl1ks4XjnnXe2vDaF70bmp/EuXbq092Y4vr+0gRFzIOTrrvMrQXbpAgXWx9FzCQA4Q3Bluzbg91xCcoCj2lGBsxuv09PT8vfNplKNbcdEU5KRd8Eby+QjminqOjryJChNHd/dU+13+nKblGS+LEP9TtxUUs/J+E+CHurBAYA/T/qu01vVq/qNX47mfAmvV2M00Vf5AoLzer2O/w8NRWtVYanADAAAAABJRU5ErkJggg==\" y=\"-6.44\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       " </g>\r\n",
       " <defs>\r\n",
       "  <clipPath id=\"pfa3ed370c3\">\r\n",
       "   <rect height=\"489.24\" width=\"355.481408\" x=\"7.2\" y=\"7.2\"/>\r\n",
       "  </clipPath>\r\n",
       " </defs>\r\n",
       "</svg>\r\n"
      ],
      "text/plain": [
       "<Figure size 864x648 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 高斯模糊\n",
    "temp = filters.gaussian(image,sigma=0.3)\n",
    "\n",
    "# 形态学操作\n",
    "temp = cv2.dilate(temp, None, iterations=4)\n",
    "temp = cv2.erode(temp, None, iterations=4)\n",
    "# 展示图片\n",
    "\n",
    "show_image(temp)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
       "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\r\n",
       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\r\n",
       "  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\r\n",
       "<!-- Created with matplotlib (https://matplotlib.org/) -->\r\n",
       "<svg height=\"503.64pt\" version=\"1.1\" viewBox=\"0 0 369.881408 503.64\" width=\"369.881408pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\r\n",
       " <metadata>\r\n",
       "  <rdf:RDF xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\r\n",
       "   <cc:Work>\r\n",
       "    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\r\n",
       "    <dc:date>2021-08-08T22:45:10.190454</dc:date>\r\n",
       "    <dc:format>image/svg+xml</dc:format>\r\n",
       "    <dc:creator>\r\n",
       "     <cc:Agent>\r\n",
       "      <dc:title>Matplotlib v3.3.2, https://matplotlib.org/</dc:title>\r\n",
       "     </cc:Agent>\r\n",
       "    </dc:creator>\r\n",
       "   </cc:Work>\r\n",
       "  </rdf:RDF>\r\n",
       " </metadata>\r\n",
       " <defs>\r\n",
       "  <style type=\"text/css\">*{stroke-linecap:butt;stroke-linejoin:round;}</style>\r\n",
       " </defs>\r\n",
       " <g id=\"figure_1\">\r\n",
       "  <g id=\"patch_1\">\r\n",
       "   <path d=\"M 0 503.64 \r\n",
       "L 369.881408 503.64 \r\n",
       "L 369.881408 0 \r\n",
       "L 0 0 \r\n",
       "z\r\n",
       "\" style=\"fill:none;\"/>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_1\">\r\n",
       "   <g clip-path=\"url(#p7800a865e6)\">\r\n",
       "    <image height=\"490\" id=\"imagefc38eeb8da\" transform=\"scale(1 -1)translate(0 -490)\" width=\"356\" x=\"7.2\" xlink:href=\"data:image/png;base64,\r\n",
       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\" y=\"-6.44\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       " </g>\r\n",
       " <defs>\r\n",
       "  <clipPath id=\"p7800a865e6\">\r\n",
       "   <rect height=\"489.24\" width=\"355.481408\" x=\"7.2\" y=\"7.2\"/>\r\n",
       "  </clipPath>\r\n",
       " </defs>\r\n",
       "</svg>\r\n"
      ],
      "text/plain": [
       "<Figure size 864x648 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 查看反色图像\n",
    "image = 1-temp\n",
    "show_image(image)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
       "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\r\n",
       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\r\n",
       "  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\r\n",
       "<!-- Created with matplotlib (https://matplotlib.org/) -->\r\n",
       "<svg height=\"503.64pt\" version=\"1.1\" viewBox=\"0 0 369.881408 503.64\" width=\"369.881408pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\r\n",
       " <metadata>\r\n",
       "  <rdf:RDF xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\r\n",
       "   <cc:Work>\r\n",
       "    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\r\n",
       "    <dc:date>2021-08-08T22:45:13.801218</dc:date>\r\n",
       "    <dc:format>image/svg+xml</dc:format>\r\n",
       "    <dc:creator>\r\n",
       "     <cc:Agent>\r\n",
       "      <dc:title>Matplotlib v3.3.2, https://matplotlib.org/</dc:title>\r\n",
       "     </cc:Agent>\r\n",
       "    </dc:creator>\r\n",
       "   </cc:Work>\r\n",
       "  </rdf:RDF>\r\n",
       " </metadata>\r\n",
       " <defs>\r\n",
       "  <style type=\"text/css\">*{stroke-linecap:butt;stroke-linejoin:round;}</style>\r\n",
       " </defs>\r\n",
       " <g id=\"figure_1\">\r\n",
       "  <g id=\"patch_1\">\r\n",
       "   <path d=\"M 0 503.64 \r\n",
       "L 369.881408 503.64 \r\n",
       "L 369.881408 0 \r\n",
       "L 0 0 \r\n",
       "z\r\n",
       "\" style=\"fill:none;\"/>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_1\">\r\n",
       "   <g clip-path=\"url(#p6200c742fd)\">\r\n",
       "    <image height=\"490\" id=\"image5731deda78\" transform=\"scale(1 -1)translate(0 -490)\" width=\"356\" x=\"7.2\" xlink:href=\"data:image/png;base64,\r\n",
       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\" y=\"-6.44\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       " </g>\r\n",
       " <defs>\r\n",
       "  <clipPath id=\"p6200c742fd\">\r\n",
       "   <rect height=\"489.24\" width=\"355.481408\" x=\"7.2\" y=\"7.2\"/>\r\n",
       "  </clipPath>\r\n",
       " </defs>\r\n",
       "</svg>\r\n"
      ],
      "text/plain": [
       "<Figure size 864x648 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 二值化图像\n",
    "# apply threshold\n",
    "thresh = threshold_otsu(image)\n",
    "bw = closing(image > thresh, square(3))\n",
    "show_image(bw)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 消除虚假边界\n",
    "cleared = clear_border(bw)\n",
    "\n",
    "# 创建label图像\n",
    "label_image = label(cleared)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
       "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\r\n",
       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\r\n",
       "  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\r\n",
       "<!-- Created with matplotlib (https://matplotlib.org/) -->\r\n",
       "<svg height=\"503.64pt\" version=\"1.1\" viewBox=\"0 0 369.881408 503.64\" width=\"369.881408pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\r\n",
       " <metadata>\r\n",
       "  <rdf:RDF xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\r\n",
       "   <cc:Work>\r\n",
       "    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\r\n",
       "    <dc:date>2021-08-08T22:45:16.494095</dc:date>\r\n",
       "    <dc:format>image/svg+xml</dc:format>\r\n",
       "    <dc:creator>\r\n",
       "     <cc:Agent>\r\n",
       "      <dc:title>Matplotlib v3.3.2, https://matplotlib.org/</dc:title>\r\n",
       "     </cc:Agent>\r\n",
       "    </dc:creator>\r\n",
       "   </cc:Work>\r\n",
       "  </rdf:RDF>\r\n",
       " </metadata>\r\n",
       " <defs>\r\n",
       "  <style type=\"text/css\">*{stroke-linecap:butt;stroke-linejoin:round;}</style>\r\n",
       " </defs>\r\n",
       " <g id=\"figure_1\">\r\n",
       "  <g id=\"patch_1\">\r\n",
       "   <path d=\"M 0 503.64 \r\n",
       "L 369.881408 503.64 \r\n",
       "L 369.881408 0 \r\n",
       "L 0 0 \r\n",
       "z\r\n",
       "\" style=\"fill:none;\"/>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_1\">\r\n",
       "   <g clip-path=\"url(#p7946b01a34)\">\r\n",
       "    <image height=\"490\" id=\"imageb2df4c36f0\" transform=\"scale(1 -1)translate(0 -490)\" width=\"356\" x=\"7.2\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-6.44\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       " </g>\r\n",
       " <defs>\r\n",
       "  <clipPath id=\"p7946b01a34\">\r\n",
       "   <rect height=\"489.24\" width=\"355.481408\" x=\"7.2\" y=\"7.2\"/>\r\n",
       "  </clipPath>\r\n",
       " </defs>\r\n",
       "</svg>\r\n"
      ],
      "text/plain": [
       "<Figure size 864x648 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "show_image(label_image)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
       "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\r\n",
       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\r\n",
       "  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\r\n",
       "<!-- Created with matplotlib (https://matplotlib.org/) -->\r\n",
       "<svg height=\"424.8pt\" version=\"1.1\" viewBox=\"0 0 312.596324 424.8\" width=\"312.596324pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\r\n",
       " <metadata>\r\n",
       "  <rdf:RDF xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\r\n",
       "   <cc:Work>\r\n",
       "    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\r\n",
       "    <dc:date>2021-08-08T22:45:29.907676</dc:date>\r\n",
       "    <dc:format>image/svg+xml</dc:format>\r\n",
       "    <dc:creator>\r\n",
       "     <cc:Agent>\r\n",
       "      <dc:title>Matplotlib v3.3.2, https://matplotlib.org/</dc:title>\r\n",
       "     </cc:Agent>\r\n",
       "    </dc:creator>\r\n",
       "   </cc:Work>\r\n",
       "  </rdf:RDF>\r\n",
       " </metadata>\r\n",
       " <defs>\r\n",
       "  <style type=\"text/css\">*{stroke-linecap:butt;stroke-linejoin:round;}</style>\r\n",
       " </defs>\r\n",
       " <g id=\"figure_1\">\r\n",
       "  <g id=\"patch_1\">\r\n",
       "   <path d=\"M 0 424.8 \r\n",
       "L 312.596324 424.8 \r\n",
       "L 312.596324 0 \r\n",
       "L 0 0 \r\n",
       "z\r\n",
       "\" style=\"fill:none;\"/>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_1\">\r\n",
       "   <g clip-path=\"url(#pd413e963f2)\">\r\n",
       "    <image height=\"411\" id=\"image099f829d3b\" transform=\"scale(1 -1)translate(0 -411)\" width=\"299\" x=\"7.2\" xlink:href=\"data:image/png;base64,\r\n",
       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      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
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     "output_type": "display_data"
    }
   ],
   "source": [
    "%config InlineBackend.figure_format = \"svg\"\n",
    "num = 0\n",
    "ans_csv = pd.DataFrame(columns=[\"编号\",\"叶长\",\"叶宽\",\"叶面积\"])\n",
    "# 显示\n",
    "image_label_overlay = label2rgb(label_image, image=image, bg_label=0)\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(10, 6))\n",
    "ax.imshow(image_label_overlay)\n",
    "\n",
    "for region in regionprops(label_image):\n",
    "    # take regions with large enough areas\n",
    "    if region.area >= 1000:\n",
    "        # draw rectangle around segmented coins\n",
    "        minr, minc, maxr, maxc = region.bbox\n",
    "        rect = mpatches.Rectangle((minc, minr), maxc - minc, maxr - minr,\n",
    "                                  fill=False, edgecolor='red', linewidth=2)\n",
    "        ax.add_patch(rect)\n",
    "        text_1 =\"N0:\"+str(num)+\"\\n\"\n",
    "        leaf_area = my_area(region.area)\n",
    "        text_2 = 'area:'+str(leaf_area)+\"cm2\"+\"\\n\"\n",
    "        leaf_length = max(maxr-minr,  maxc-minc)\n",
    "        leaf_width = min(maxr-minr,  maxc-minc)\n",
    "        leaf_length = my_length(leaf_length)\n",
    "        leaf_width = my_width(leaf_width)\n",
    "        text_3 = \"叶长:\"+str(leaf_length)+\"\\n\"\n",
    "        text_4 = \"叶宽:\"+str(leaf_width)+\"\\n\"\n",
    "        text = text_1+text_2+text_3+text_4\n",
    "        temp={\"编号\":num,\"叶长\":leaf_length,\"叶宽\":leaf_width,\"叶面积\":my_area(region.area)}\n",
    "        ans_csv = ans_csv.append(temp,ignore_index=True)\n",
    "        ax.text(minc+10, minr+10, text, fontsize=10, va='top',c=\"white\")\n",
    "        num+=1\n",
    "        \n",
    "ans_csv.to_excel(\"../xlsx/\"+file_name+\".xlsx\",index=False)\n",
    "ax.set_axis_off()\n",
    "plt.tight_layout()\n",
    "plt.savefig(\"../Data/\"+file_name)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
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